├── Pneumonia Detection using CNN .py ├── README.md ├── chest-xray-pneumonia └── chest_xray │ └── chest_xray │ ├── .DS_Store │ ├── test │ ├── .DS_Store │ ├── NORMAL │ │ ├── IM-0001-0001.jpeg │ │ ├── IM-0003-0001.jpeg │ │ ├── IM-0005-0001.jpeg │ │ ├── IM-0006-0001.jpeg │ │ ├── IM-0007-0001.jpeg │ │ ├── IM-0009-0001.jpeg │ │ ├── IM-0010-0001.jpeg │ │ ├── IM-0011-0001-0001.jpeg │ │ ├── IM-0011-0001-0002.jpeg │ │ ├── IM-0011-0001.jpeg │ │ ├── IM-0013-0001.jpeg │ │ ├── NORMAL2-IM-0349-0001.jpeg │ │ ├── NORMAL2-IM-0350-0001.jpeg │ │ ├── NORMAL2-IM-0351-0001.jpeg │ │ ├── NORMAL2-IM-0352-0001.jpeg │ │ ├── NORMAL2-IM-0353-0001.jpeg │ │ ├── NORMAL2-IM-0354-0001.jpeg │ │ ├── NORMAL2-IM-0357-0001.jpeg │ │ ├── NORMAL2-IM-0359-0001.jpeg │ │ ├── NORMAL2-IM-0360-0001.jpeg │ │ ├── NORMAL2-IM-0361-0001.jpeg │ │ └── NORMAL2-IM-0362-0001.jpeg │ └── PNEUMONIA │ │ ├── person1678_virus_2895.jpeg │ │ ├── person1679_virus_2896.jpeg │ │ ├── person1680_virus_2897.jpeg │ │ ├── person1682_virus_2899.jpeg │ │ ├── person1685_virus_2903.jpeg │ │ ├── person1_virus_11.jpeg │ │ ├── person1_virus_12.jpeg │ │ ├── person1_virus_13.jpeg │ │ ├── person1_virus_6.jpeg │ │ ├── person1_virus_7.jpeg │ │ ├── person1_virus_8.jpeg │ │ ├── person1_virus_9.jpeg │ │ ├── person3_virus_15.jpeg │ │ ├── person3_virus_16.jpeg │ │ ├── person3_virus_17.jpeg │ │ └── person8_virus_27.jpeg │ └── train │ ├── .DS_Store │ ├── NORMAL │ ├── .DS_Store │ ├── IM-0115-0001.jpeg │ ├── IM-0117-0001.jpeg │ ├── IM-0119-0001.jpeg │ ├── IM-0122-0001.jpeg │ ├── IM-0125-0001.jpeg │ ├── IM-0127-0001.jpeg │ ├── IM-0128-0001.jpeg │ ├── IM-0129-0001.jpeg │ ├── IM-0131-0001.jpeg │ ├── IM-0133-0001.jpeg │ ├── NORMAL2-IM-0974-0001.jpeg │ ├── NORMAL2-IM-0975-0001.jpeg │ ├── NORMAL2-IM-0976-0001.jpeg │ ├── NORMAL2-IM-0977-0001.jpeg │ ├── NORMAL2-IM-0978-0001.jpeg │ ├── NORMAL2-IM-0979-0001.jpeg │ ├── NORMAL2-IM-0980-0001.jpeg │ ├── NORMAL2-IM-0981-0001.jpeg │ ├── NORMAL2-IM-0983-0001.jpeg │ ├── NORMAL2-IM-1236-0001.jpeg │ ├── NORMAL2-IM-1237-0001.jpeg │ ├── NORMAL2-IM-1240-0001.jpeg │ ├── NORMAL2-IM-1241-0001.jpeg │ ├── NORMAL2-IM-1242-0001.jpeg │ ├── NORMAL2-IM-1243-0001.jpeg │ ├── NORMAL2-IM-1244-0001.jpeg │ ├── NORMAL2-IM-1245-0001.jpeg │ ├── NORMAL2-IM-1247-0001.jpeg │ ├── NORMAL2-IM-1250-0001.jpeg │ ├── NORMAL2-IM-1252-0001.jpeg │ ├── NORMAL2-IM-1253-0001.jpeg │ ├── NORMAL2-IM-1254-0001.jpeg │ ├── NORMAL2-IM-1256-0001.jpeg │ ├── NORMAL2-IM-1257-0001.jpeg │ ├── NORMAL2-IM-1258-0001-0001.jpeg │ ├── NORMAL2-IM-1258-0001-0002.jpeg │ ├── NORMAL2-IM-1258-0001.jpeg │ ├── NORMAL2-IM-1260-0001.jpeg │ ├── NORMAL2-IM-1261-0001.jpeg │ ├── NORMAL2-IM-1262-0001.jpeg │ ├── NORMAL2-IM-1264-0001.jpeg │ ├── NORMAL2-IM-1266-0001-0001.jpeg │ ├── NORMAL2-IM-1266-0001-0002.jpeg │ ├── NORMAL2-IM-1266-0001.jpeg │ ├── NORMAL2-IM-1267-0001.jpeg │ ├── NORMAL2-IM-1269-0001-0001.jpeg │ ├── NORMAL2-IM-1269-0001-0002.jpeg │ ├── NORMAL2-IM-1269-0001.jpeg │ ├── NORMAL2-IM-1270-0001.jpeg │ ├── NORMAL2-IM-1271-0001.jpeg │ ├── NORMAL2-IM-1272-0001.jpeg │ ├── NORMAL2-IM-1273-0001.jpeg │ ├── NORMAL2-IM-1274-0001.jpeg │ ├── NORMAL2-IM-1275-0001.jpeg │ ├── NORMAL2-IM-1276-0001.jpeg │ ├── NORMAL2-IM-1277-0001-0001.jpeg │ ├── NORMAL2-IM-1277-0001-0002.jpeg │ ├── NORMAL2-IM-1277-0001.jpeg │ ├── NORMAL2-IM-1278-0001.jpeg │ ├── NORMAL2-IM-1279-0001.jpeg │ ├── NORMAL2-IM-1280-0001.jpeg │ ├── NORMAL2-IM-1281-0001.jpeg │ ├── NORMAL2-IM-1282-0001.jpeg │ ├── NORMAL2-IM-1285-0001.jpeg │ ├── NORMAL2-IM-1286-0001.jpeg │ ├── NORMAL2-IM-1287-0001.jpeg │ ├── NORMAL2-IM-1288-0001.jpeg │ ├── NORMAL2-IM-1289-0001.jpeg │ ├── NORMAL2-IM-1290-0001.jpeg │ ├── NORMAL2-IM-1291-0001.jpeg │ ├── NORMAL2-IM-1292-0001.jpeg │ ├── NORMAL2-IM-1293-0001.jpeg │ ├── NORMAL2-IM-1294-0001-0001.jpeg │ ├── NORMAL2-IM-1294-0001-0002.jpeg │ ├── NORMAL2-IM-1294-0001.jpeg │ ├── NORMAL2-IM-1295-0001.jpeg │ ├── NORMAL2-IM-1296-0001.jpeg │ ├── NORMAL2-IM-1300-0001.jpeg │ ├── NORMAL2-IM-1301-0001.jpeg │ ├── NORMAL2-IM-1302-0001.jpeg │ ├── NORMAL2-IM-1303-0001.jpeg │ ├── NORMAL2-IM-1304-0001.jpeg │ ├── NORMAL2-IM-1305-0001.jpeg │ ├── NORMAL2-IM-1306-0001.jpeg │ ├── NORMAL2-IM-1307-0001.jpeg │ ├── NORMAL2-IM-1308-0001.jpeg │ ├── NORMAL2-IM-1310-0001.jpeg │ ├── NORMAL2-IM-1311-0001.jpeg │ ├── NORMAL2-IM-1314-0001.jpeg │ ├── NORMAL2-IM-1315-0001.jpeg │ ├── NORMAL2-IM-1316-0001.jpeg │ ├── NORMAL2-IM-1317-0001.jpeg │ ├── NORMAL2-IM-1318-0001.jpeg │ ├── NORMAL2-IM-1319-0001.jpeg │ ├── NORMAL2-IM-1320-0001.jpeg │ ├── NORMAL2-IM-1321-0001.jpeg │ ├── NORMAL2-IM-1322-0001.jpeg │ ├── NORMAL2-IM-1323-0001.jpeg │ ├── NORMAL2-IM-1326-0001.jpeg │ ├── NORMAL2-IM-1327-0001.jpeg │ ├── NORMAL2-IM-1328-0001.jpeg │ ├── NORMAL2-IM-1329-0001.jpeg │ ├── NORMAL2-IM-1330-0001.jpeg │ ├── NORMAL2-IM-1332-0001.jpeg │ ├── NORMAL2-IM-1333-0001.jpeg │ ├── NORMAL2-IM-1334-0001.jpeg │ ├── NORMAL2-IM-1335-0001.jpeg │ ├── NORMAL2-IM-1336-0001.jpeg │ ├── NORMAL2-IM-1337-0001.jpeg │ ├── NORMAL2-IM-1338-0001.jpeg │ ├── NORMAL2-IM-1341-0001.jpeg │ ├── NORMAL2-IM-1342-0001.jpeg │ ├── NORMAL2-IM-1343-0001.jpeg │ ├── NORMAL2-IM-1344-0001.jpeg │ ├── NORMAL2-IM-1345-0001-0001.jpeg │ ├── NORMAL2-IM-1345-0001-0002.jpeg │ ├── NORMAL2-IM-1345-0001.jpeg │ ├── NORMAL2-IM-1346-0001.jpeg │ ├── NORMAL2-IM-1347-0001.jpeg │ ├── NORMAL2-IM-1348-0001.jpeg │ ├── NORMAL2-IM-1349-0001.jpeg │ ├── NORMAL2-IM-1350-0001.jpeg │ ├── NORMAL2-IM-1351-0001.jpeg │ ├── NORMAL2-IM-1356-0001.jpeg │ ├── NORMAL2-IM-1357-0001.jpeg │ ├── NORMAL2-IM-1360-0001.jpeg │ ├── NORMAL2-IM-1362-0001.jpeg │ ├── NORMAL2-IM-1365-0001.jpeg │ ├── NORMAL2-IM-1371-0001.jpeg │ ├── NORMAL2-IM-1376-0001.jpeg │ ├── NORMAL2-IM-1379-0001.jpeg │ ├── NORMAL2-IM-1385-0001.jpeg │ ├── NORMAL2-IM-1396-0001.jpeg │ ├── NORMAL2-IM-1400-0001.jpeg │ ├── NORMAL2-IM-1401-0001.jpeg │ ├── NORMAL2-IM-1406-0001.jpeg │ ├── NORMAL2-IM-1412-0001.jpeg │ ├── NORMAL2-IM-1419-0001.jpeg │ ├── NORMAL2-IM-1422-0001.jpeg │ └── NORMAL2-IM-1423-0001.jpeg │ └── PNEUMONIA │ ├── .DS_Store │ ├── person1716_bacteria_4533.jpeg │ ├── person1717_bacteria_4534.jpeg │ ├── person1717_bacteria_4536.jpeg │ ├── person1718_bacteria_4538.jpeg │ ├── person1718_bacteria_4540.jpeg │ ├── person1719_bacteria_4541.jpeg │ ├── person1719_bacteria_4542.jpeg │ ├── person1719_bacteria_4544.jpeg │ ├── person1720_bacteria_4545.jpeg │ ├── person1721_bacteria_4546.jpeg │ ├── person1722_bacteria_4547.jpeg │ ├── person1723_bacteria_4548.jpeg │ ├── person1724_bacteria_4549.jpeg │ ├── person1725_bacteria_4550.jpeg │ ├── person1725_bacteria_4551.jpeg │ ├── person1726_bacteria_4552.jpeg │ ├── person1728_bacteria_4555.jpeg │ ├── person1728_bacteria_4556.jpeg │ ├── person1729_bacteria_4557.jpeg │ ├── person1730_bacteria_4558.jpeg │ ├── person1730_bacteria_4559.jpeg │ ├── person1731_bacteria_4563.jpeg │ ├── person1732_bacteria_4564.jpeg │ ├── person1733_bacteria_4566.jpeg │ ├── person1735_bacteria_4570.jpeg │ ├── person1737_bacteria_4573.jpeg │ ├── person1739_bacteria_4576.jpeg │ ├── person1740_bacteria_4579.jpeg │ ├── person1744_bacteria_4583.jpeg │ ├── person1745_bacteria_4584.jpeg │ ├── person1746_bacteria_4585.jpeg │ ├── person1748_bacteria_4588.jpeg │ ├── person1749_bacteria_4590.jpeg │ ├── person1751_bacteria_4592.jpeg │ ├── person1753_bacteria_4594.jpeg │ ├── person1756_bacteria_4598.jpeg │ ├── person1757_bacteria_4599.jpeg │ ├── person1758_bacteria_4600.jpeg │ ├── person1760_bacteria_4602.jpeg │ ├── person1761_bacteria_4603.jpeg │ ├── person1763_bacteria_4606.jpeg │ ├── person1764_bacteria_4607.jpeg │ ├── person1765_bacteria_4608.jpeg │ ├── person1770_bacteria_4613.jpeg │ ├── person1770_bacteria_4614.jpeg │ ├── person1771_bacteria_4615.jpeg │ ├── person1777_bacteria_4622.jpeg │ ├── person1779_bacteria_4626.jpeg │ ├── person1784_bacteria_4631.jpeg │ ├── person1787_bacteria_4634.jpeg │ ├── person1790_bacteria_4638.jpeg │ ├── person1796_bacteria_4644.jpeg │ ├── person1799_bacteria_4647.jpeg │ ├── person1803_bacteria_4651.jpeg │ ├── person1803_bacteria_4652.jpeg │ ├── person1810_bacteria_4664.jpeg │ ├── person1812_bacteria_4667.jpeg │ ├── person1814_bacteria_4669.jpeg │ ├── person1816_bacteria_4673.jpeg │ ├── person1816_bacteria_4674.jpeg │ ├── person1817_bacteria_4675.jpeg │ ├── person1818_bacteria_4676.jpeg │ ├── person1819_bacteria_4677.jpeg │ ├── person1823_bacteria_4682.jpeg │ ├── person1830_bacteria_4693.jpeg │ ├── person1835_bacteria_4699.jpeg │ ├── person1838_bacteria_4703.jpeg │ ├── person1839_bacteria_4705.jpeg │ ├── person1841_bacteria_4708.jpeg │ ├── person1843_bacteria_4710.jpeg │ ├── person1847_bacteria_4716.jpeg │ ├── person1848_bacteria_4719.jpeg │ ├── person1850_bacteria_4721.jpeg │ ├── person1851_bacteria_4722.jpeg │ ├── person1852_bacteria_4724.jpeg │ ├── person1855_bacteria_4727.jpeg │ ├── person1857_bacteria_4729.jpeg │ ├── person1858_bacteria_4730.jpeg │ ├── person1859_bacteria_4731.jpeg │ ├── person1860_bacteria_4732.jpeg │ ├── person1863_bacteria_4735.jpeg │ ├── person1864_bacteria_4736.jpeg │ ├── person1865_bacteria_4737.jpeg │ ├── person1865_bacteria_4739.jpeg │ ├── person1866_bacteria_4740.jpeg │ ├── person1867_bacteria_4741.jpeg │ ├── person1868_bacteria_4743.jpeg │ ├── person1869_bacteria_4745.jpeg │ ├── person1872_bacteria_4750.jpeg │ ├── person1872_bacteria_4751.jpeg │ ├── person1875_bacteria_4756.jpeg │ ├── person1876_bacteria_4760.jpeg │ ├── person1877_bacteria_4761.jpeg │ ├── person1879_bacteria_4764.jpeg │ ├── person1880_bacteria_4765.jpeg │ ├── person1881_bacteria_4767.jpeg │ ├── person1883_bacteria_4769.jpeg │ ├── person1884_bacteria_4771.jpeg │ ├── person1885_bacteria_4772.jpeg │ ├── person1886_bacteria_4773.jpeg │ ├── person1888_bacteria_4775.jpeg │ ├── person1893_bacteria_4781.jpeg │ ├── person1896_bacteria_4788.jpeg │ ├── person1897_bacteria_4789.jpeg │ ├── person1901_bacteria_4795.jpeg │ ├── person1903_bacteria_4797.jpeg │ ├── person1904_bacteria_4798.jpeg │ ├── person1905_bacteria_4801.jpeg │ ├── person1906_bacteria_4803.jpeg │ ├── person1907_bacteria_4806.jpeg │ ├── person1908_bacteria_4811.jpeg │ ├── person1910_bacteria_4814.jpeg │ ├── person1911_bacteria_4815.jpeg │ ├── person1912_bacteria_4816.jpeg │ ├── person1912_bacteria_4817.jpeg │ ├── person1916_bacteria_4821.jpeg │ ├── person1917_bacteria_4823.jpeg │ ├── person1918_bacteria_4825.jpeg │ ├── person1921_bacteria_4828.jpeg │ ├── person1922_bacteria_4830.jpeg │ ├── person1923_bacteria_4831.jpeg │ ├── person1924_bacteria_4832.jpeg │ ├── person1924_bacteria_4833.jpeg │ ├── person1926_bacteria_4835.jpeg │ ├── person1927_bacteria_4836.jpeg │ ├── person1927_bacteria_4837.jpeg │ ├── person1929_bacteria_4839.jpeg │ ├── person1930_bacteria_4841.jpeg │ ├── person1931_bacteria_4842.jpeg │ ├── person1932_bacteria_4843.jpeg │ ├── person1933_bacteria_4844.jpeg │ ├── person1934_bacteria_4846.jpeg │ ├── person2_bacteria_3.jpeg │ ├── person2_bacteria_4.jpeg │ ├── person3_bacteria_10.jpeg │ ├── person3_bacteria_11.jpeg │ ├── person3_bacteria_12.jpeg │ ├── person3_bacteria_13.jpeg │ ├── person4_bacteria_14.jpeg │ └── person5_bacteria_15.jpeg ├── find_accuracy.py ├── output.txt ├── pneumonia_model.h5 └── tuning_script.py /Pneumonia Detection using CNN .py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # coding: utf-8 3 | # testing this code 4 | #Devansh Soni 5 | import os 6 | import pandas as pd 7 | import numpy as np 8 | from keras.models import Sequential 9 | from keras.layers import Convolution2D 10 | from keras.layers import MaxPooling2D 11 | from keras.layers import Flatten 12 | from keras.layers import Dense 13 | 14 | # In[2]: 15 | 16 | 17 | model= Sequential() 18 | model.add(Convolution2D(filters=32,kernel_size=(3,3),activation='relu',input_shape=(64,64,3))) 19 | model.add(MaxPooling2D(pool_size=(2,2))) 20 | model.add(Convolution2D(filters=32,kernel_size=(3,3),activation='relu')) 21 | model.add(MaxPooling2D(pool_size=(2,2))) 22 | model.add(Flatten()) 23 | model.add(Dense(units=128,activation='relu')) 24 | model.add(Dense(units=64,activation='relu')) 25 | model.add(Dense(units=1,activation='sigmoid')) 26 | model.compile(optimizer='adam',loss='binary_crossentropy',metrics=['accuracy']) 27 | 28 | 29 | # In[3]: 30 | 31 | 32 | model 33 | 34 | 35 | # In[4]: 36 | 37 | 38 | model.summary() 39 | 40 | 41 | # In[5]: 42 | 43 | 44 | from keras_preprocessing.image import ImageDataGenerator 45 | 46 | 47 | # In[9]: 48 | 49 | 50 | train_datagen = ImageDataGenerator( 51 | rescale=1./255, 52 | shear_range=0.2, 53 | zoom_range=0.2, 54 | horizontal_flip=True) 55 | training_set = train_datagen.flow_from_directory( 56 | '/model_files/chest-xray-pneumonia/chest_xray/chest_xray/train/', 57 | target_size=(64, 64), 58 | batch_size=32, 59 | class_mode='binary') 60 | 61 | 62 | # In[10]: 63 | 64 | 65 | test_datagen = ImageDataGenerator(rescale=1./255) 66 | test_set = test_datagen.flow_from_directory( 67 | '/model_files/chest-xray-pneumonia/chest_xray/chest_xray/test/', 68 | target_size=(64, 64), 69 | batch_size=32, 70 | class_mode='binary') 71 | 72 | 73 | # In[36]: 74 | model.fit( 75 | training_set, 76 | steps_per_epoch=100, 77 | epochs=1, 78 | validation_data=test_set, 79 | validation_steps=200) 80 | 81 | # In[ ]: 82 | 83 | 84 | 85 | 86 | 87 | # In[14]: 88 | 89 | 90 | # from keras.preprocessing import image 91 | 92 | 93 | # # In[15]: 94 | 95 | 96 | # test_image = image.load_img('./chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person100_bacteria_481.jpeg', 97 | # target_size=(64,64)) 98 | # test_image2=image.load_img('./chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/IM-0027-0001.jpeg', 99 | # target_size=(64,64)) 100 | # print(test_image) 101 | # print(type(test_image)) 102 | # converted_image=image.img_to_array(test_image) 103 | # converted_image2=image.img_to_array(test_image2) 104 | # print(converted_image.shape) 105 | # print(type(converted_image)) 106 | # converted_image = np.expand_dims(converted_image,axis=0) 107 | # converted_image2 = np.expand_dims(converted_image2,axis=0) 108 | # print(converted_image.shape) 109 | # result=model.predict(converted_image) 110 | # result2 = model.predict(converted_image2) 111 | # print(training_set.class_indices) 112 | # print(result) 113 | # print(result2) 114 | # # from keras.models import save_model 115 | # # save_model(model,'./pneumonia_model.h5') 116 | 117 | 118 | # # In[16]: 119 | 120 | 121 | # from keras.models import load_model 122 | 123 | 124 | # # In[17]: 125 | 126 | 127 | # model = load_model('./pneumonia_model.h5') 128 | 129 | 130 | # # In[18]: 131 | 132 | 133 | # print(model.predict(converted_image)) 134 | # print(model.predict(converted_image2)) 135 | 136 | 137 | # # In[ ]: 138 | 139 | 140 | 141 | 142 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | MLOPS Project 2 | 3 | This Project is mainly build in order to join two industry in our world in this time, Yes i am talking about the Medical Industry and 4 | Technical Industry. In this project i've made a Deep Learning Model with the help of arounf 6000 - 7000 images for training downloaded from 5 | various data sources on the internet. 6 | 7 | My Deep Learning Model is predicing at the rate of accuracy of 95 % for detecting Pneumonia Patients using X-Ray Images. 8 | I've also uploaded the model after training in this Repository as a File Named "pneumonia_model.h5". You don't need to train this model again, 9 | just load this model in your application and start using in the Medical Services. 10 | 11 | Some tools of DevOps industry are also used in this project for performing following task. 12 | 13 | This Repository contains the script of Automating te job of Hyper Parameter Tuning in Deep Learning. 14 | Basically in this project I've integrated several tools for Automating this Job, i've used tools like 15 | Docker, Jenkins, Deep Learning, Git, Regular Expressions. 16 | 17 | Jenkins is the best tool for performing this task because it is working as an intermediater between two environments 18 | and it will automatically tune the hyper parameters in the Code like Jenkins will automatically add CRP layers in our CNN code as well 19 | as it can change the values of parameters in the Layers like Number of Filters, kernel_size, Number of Epochs in the file. 20 | 21 | This project is another example that how our Technologies available in the market can help different other industries to build. 22 | -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/.DS_Store -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/.DS_Store -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/IM-0001-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/IM-0001-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/IM-0003-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/IM-0003-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/IM-0005-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/IM-0005-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/IM-0006-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/IM-0006-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/IM-0007-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/IM-0007-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/IM-0009-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/IM-0009-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/IM-0010-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/IM-0010-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/IM-0011-0001-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/IM-0011-0001-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/IM-0011-0001-0002.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/IM-0011-0001-0002.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/IM-0011-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/IM-0011-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/IM-0013-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/IM-0013-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/NORMAL2-IM-0349-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/NORMAL2-IM-0349-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/NORMAL2-IM-0350-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/NORMAL2-IM-0350-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/NORMAL2-IM-0351-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/NORMAL2-IM-0351-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/NORMAL2-IM-0352-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/NORMAL2-IM-0352-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/NORMAL2-IM-0353-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/NORMAL2-IM-0353-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/NORMAL2-IM-0354-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/NORMAL2-IM-0354-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/NORMAL2-IM-0357-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/NORMAL2-IM-0357-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/NORMAL2-IM-0359-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/NORMAL2-IM-0359-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/NORMAL2-IM-0360-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/NORMAL2-IM-0360-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/NORMAL2-IM-0361-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/NORMAL2-IM-0361-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/NORMAL2-IM-0362-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/NORMAL/NORMAL2-IM-0362-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person1678_virus_2895.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person1678_virus_2895.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person1679_virus_2896.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person1679_virus_2896.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person1680_virus_2897.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person1680_virus_2897.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person1682_virus_2899.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person1682_virus_2899.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person1685_virus_2903.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person1685_virus_2903.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person1_virus_11.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person1_virus_11.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person1_virus_12.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person1_virus_12.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person1_virus_13.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person1_virus_13.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person1_virus_6.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person1_virus_6.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person1_virus_7.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person1_virus_7.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person1_virus_8.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person1_virus_8.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person1_virus_9.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person1_virus_9.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person3_virus_15.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person3_virus_15.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person3_virus_16.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person3_virus_16.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person3_virus_17.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person3_virus_17.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person8_virus_27.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/test/PNEUMONIA/person8_virus_27.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/.DS_Store -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/.DS_Store -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/IM-0115-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/IM-0115-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/IM-0117-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/IM-0117-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/IM-0119-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/IM-0119-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/IM-0122-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/IM-0122-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/IM-0125-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/IM-0125-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/IM-0127-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/IM-0127-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/IM-0128-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/IM-0128-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/IM-0129-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/IM-0129-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/IM-0131-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/IM-0131-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/IM-0133-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/IM-0133-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-0974-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-0974-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-0975-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-0975-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-0976-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-0976-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-0977-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-0977-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-0978-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-0978-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-0979-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-0979-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-0980-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-0980-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-0981-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-0981-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-0983-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-0983-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1236-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1236-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1237-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1237-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1240-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1240-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1241-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1241-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1242-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1242-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1243-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1243-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1244-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1244-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1245-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1245-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1247-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1247-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1250-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1250-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1252-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1252-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1253-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1253-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1254-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1254-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1256-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1256-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1257-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1257-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1258-0001-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1258-0001-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1258-0001-0002.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1258-0001-0002.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1258-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1258-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1260-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1260-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1261-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1261-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1262-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1262-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1264-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1264-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1266-0001-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1266-0001-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1266-0001-0002.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1266-0001-0002.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1266-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1266-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1267-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1267-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1269-0001-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1269-0001-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1269-0001-0002.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1269-0001-0002.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1269-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1269-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1270-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1270-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1271-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1271-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1272-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1272-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1273-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1273-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1274-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1274-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1275-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1275-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1276-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1276-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1277-0001-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1277-0001-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1277-0001-0002.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1277-0001-0002.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1277-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1277-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1278-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1278-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1279-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1279-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1280-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1280-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1281-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1281-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1282-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1282-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1285-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1285-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1286-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1286-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1287-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1287-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1288-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1288-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1289-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1289-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1290-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1290-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1291-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1291-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1292-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1292-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1293-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1293-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1294-0001-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1294-0001-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1294-0001-0002.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1294-0001-0002.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1294-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1294-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1295-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1295-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1296-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1296-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1300-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1300-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1301-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1301-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1302-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1302-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1303-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1303-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1304-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1304-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1305-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1305-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1306-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1306-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1307-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1307-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1308-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1308-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1310-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1310-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1311-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1311-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1314-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1314-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1315-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1315-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1316-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1316-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1317-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1317-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1318-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1318-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1319-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1319-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1320-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1320-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1321-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1321-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1322-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1322-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1323-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1323-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1326-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1326-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1327-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1327-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1328-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1328-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1329-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1329-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1330-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1330-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1332-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1332-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1333-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1333-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1334-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1334-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1335-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1335-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1336-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1336-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1337-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1337-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1338-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1338-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1341-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1341-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1342-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1342-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1343-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1343-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1344-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1344-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1345-0001-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1345-0001-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1345-0001-0002.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1345-0001-0002.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1345-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1345-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1346-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1346-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1347-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1347-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1348-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1348-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1349-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1349-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1350-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1350-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1351-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1351-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1356-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1356-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1357-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1357-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1360-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1360-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1362-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1362-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1365-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1365-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1371-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1371-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1376-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1376-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1379-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1379-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1385-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1385-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1396-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1396-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1400-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1400-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1401-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1401-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1406-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1406-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1412-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1412-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1419-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1419-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1422-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1422-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1423-0001.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/NORMAL/NORMAL2-IM-1423-0001.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/.DS_Store -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1716_bacteria_4533.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1716_bacteria_4533.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1717_bacteria_4534.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1717_bacteria_4534.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1717_bacteria_4536.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1717_bacteria_4536.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1718_bacteria_4538.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1718_bacteria_4538.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1718_bacteria_4540.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1718_bacteria_4540.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1719_bacteria_4541.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1719_bacteria_4541.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1719_bacteria_4542.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1719_bacteria_4542.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1719_bacteria_4544.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1719_bacteria_4544.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1720_bacteria_4545.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1720_bacteria_4545.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1721_bacteria_4546.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1721_bacteria_4546.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1722_bacteria_4547.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1722_bacteria_4547.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1723_bacteria_4548.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1723_bacteria_4548.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1724_bacteria_4549.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1724_bacteria_4549.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1725_bacteria_4550.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1725_bacteria_4550.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1725_bacteria_4551.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1725_bacteria_4551.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1726_bacteria_4552.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1726_bacteria_4552.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1728_bacteria_4555.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1728_bacteria_4555.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1728_bacteria_4556.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1728_bacteria_4556.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1729_bacteria_4557.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1729_bacteria_4557.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1730_bacteria_4558.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1730_bacteria_4558.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1730_bacteria_4559.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1730_bacteria_4559.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1731_bacteria_4563.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1731_bacteria_4563.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1732_bacteria_4564.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1732_bacteria_4564.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1733_bacteria_4566.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1733_bacteria_4566.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1735_bacteria_4570.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1735_bacteria_4570.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1737_bacteria_4573.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1737_bacteria_4573.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1739_bacteria_4576.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1739_bacteria_4576.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1740_bacteria_4579.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1740_bacteria_4579.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1744_bacteria_4583.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1744_bacteria_4583.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1745_bacteria_4584.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1745_bacteria_4584.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1746_bacteria_4585.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1746_bacteria_4585.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1748_bacteria_4588.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1748_bacteria_4588.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1749_bacteria_4590.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1749_bacteria_4590.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1751_bacteria_4592.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1751_bacteria_4592.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1753_bacteria_4594.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1753_bacteria_4594.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1756_bacteria_4598.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1756_bacteria_4598.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1757_bacteria_4599.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1757_bacteria_4599.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1758_bacteria_4600.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1758_bacteria_4600.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1760_bacteria_4602.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1760_bacteria_4602.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1761_bacteria_4603.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1761_bacteria_4603.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1763_bacteria_4606.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1763_bacteria_4606.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1764_bacteria_4607.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1764_bacteria_4607.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1765_bacteria_4608.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1765_bacteria_4608.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1770_bacteria_4613.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1770_bacteria_4613.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1770_bacteria_4614.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1770_bacteria_4614.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1771_bacteria_4615.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1771_bacteria_4615.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1777_bacteria_4622.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1777_bacteria_4622.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1779_bacteria_4626.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1779_bacteria_4626.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1784_bacteria_4631.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1784_bacteria_4631.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1787_bacteria_4634.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1787_bacteria_4634.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1790_bacteria_4638.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1790_bacteria_4638.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1796_bacteria_4644.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1796_bacteria_4644.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1799_bacteria_4647.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1799_bacteria_4647.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1803_bacteria_4651.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1803_bacteria_4651.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1803_bacteria_4652.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1803_bacteria_4652.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1810_bacteria_4664.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1810_bacteria_4664.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1812_bacteria_4667.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1812_bacteria_4667.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1814_bacteria_4669.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1814_bacteria_4669.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1816_bacteria_4673.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1816_bacteria_4673.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1816_bacteria_4674.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1816_bacteria_4674.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1817_bacteria_4675.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1817_bacteria_4675.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1818_bacteria_4676.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1818_bacteria_4676.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1819_bacteria_4677.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1819_bacteria_4677.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1823_bacteria_4682.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1823_bacteria_4682.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1830_bacteria_4693.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1830_bacteria_4693.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1835_bacteria_4699.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1835_bacteria_4699.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1838_bacteria_4703.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1838_bacteria_4703.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1839_bacteria_4705.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1839_bacteria_4705.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1841_bacteria_4708.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1841_bacteria_4708.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1843_bacteria_4710.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1843_bacteria_4710.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1847_bacteria_4716.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1847_bacteria_4716.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1848_bacteria_4719.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1848_bacteria_4719.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1850_bacteria_4721.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1850_bacteria_4721.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1851_bacteria_4722.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1851_bacteria_4722.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1852_bacteria_4724.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1852_bacteria_4724.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1855_bacteria_4727.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1855_bacteria_4727.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1857_bacteria_4729.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1857_bacteria_4729.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1858_bacteria_4730.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1858_bacteria_4730.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1859_bacteria_4731.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1859_bacteria_4731.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1860_bacteria_4732.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1860_bacteria_4732.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1863_bacteria_4735.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1863_bacteria_4735.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1864_bacteria_4736.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1864_bacteria_4736.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1865_bacteria_4737.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1865_bacteria_4737.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1865_bacteria_4739.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1865_bacteria_4739.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1866_bacteria_4740.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1866_bacteria_4740.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1867_bacteria_4741.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1867_bacteria_4741.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1868_bacteria_4743.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1868_bacteria_4743.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1869_bacteria_4745.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1869_bacteria_4745.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1872_bacteria_4750.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1872_bacteria_4750.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1872_bacteria_4751.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1872_bacteria_4751.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1875_bacteria_4756.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1875_bacteria_4756.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1876_bacteria_4760.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1876_bacteria_4760.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1877_bacteria_4761.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1877_bacteria_4761.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1879_bacteria_4764.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1879_bacteria_4764.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1880_bacteria_4765.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1880_bacteria_4765.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1881_bacteria_4767.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1881_bacteria_4767.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1883_bacteria_4769.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1883_bacteria_4769.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1884_bacteria_4771.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1884_bacteria_4771.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1885_bacteria_4772.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1885_bacteria_4772.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1886_bacteria_4773.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1886_bacteria_4773.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1888_bacteria_4775.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1888_bacteria_4775.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1893_bacteria_4781.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1893_bacteria_4781.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1896_bacteria_4788.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1896_bacteria_4788.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1897_bacteria_4789.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1897_bacteria_4789.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1901_bacteria_4795.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1901_bacteria_4795.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1903_bacteria_4797.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1903_bacteria_4797.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1904_bacteria_4798.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1904_bacteria_4798.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1905_bacteria_4801.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1905_bacteria_4801.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1906_bacteria_4803.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1906_bacteria_4803.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1907_bacteria_4806.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1907_bacteria_4806.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1908_bacteria_4811.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1908_bacteria_4811.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1910_bacteria_4814.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1910_bacteria_4814.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1911_bacteria_4815.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1911_bacteria_4815.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1912_bacteria_4816.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1912_bacteria_4816.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1912_bacteria_4817.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1912_bacteria_4817.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1916_bacteria_4821.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1916_bacteria_4821.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1917_bacteria_4823.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1917_bacteria_4823.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1918_bacteria_4825.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1918_bacteria_4825.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1921_bacteria_4828.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1921_bacteria_4828.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1922_bacteria_4830.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1922_bacteria_4830.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1923_bacteria_4831.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1923_bacteria_4831.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1924_bacteria_4832.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1924_bacteria_4832.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1924_bacteria_4833.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1924_bacteria_4833.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1926_bacteria_4835.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1926_bacteria_4835.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1927_bacteria_4836.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1927_bacteria_4836.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1927_bacteria_4837.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1927_bacteria_4837.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1929_bacteria_4839.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1929_bacteria_4839.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1930_bacteria_4841.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1930_bacteria_4841.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1931_bacteria_4842.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1931_bacteria_4842.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1932_bacteria_4843.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1932_bacteria_4843.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1933_bacteria_4844.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1933_bacteria_4844.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1934_bacteria_4846.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person1934_bacteria_4846.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person2_bacteria_3.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person2_bacteria_3.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person2_bacteria_4.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person2_bacteria_4.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person3_bacteria_10.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person3_bacteria_10.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person3_bacteria_11.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person3_bacteria_11.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person3_bacteria_12.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person3_bacteria_12.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person3_bacteria_13.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person3_bacteria_13.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person4_bacteria_14.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person4_bacteria_14.jpeg -------------------------------------------------------------------------------- /chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person5_bacteria_15.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/chest-xray-pneumonia/chest_xray/chest_xray/train/PNEUMONIA/person5_bacteria_15.jpeg -------------------------------------------------------------------------------- /find_accuracy.py: -------------------------------------------------------------------------------- 1 | import os 2 | 3 | f=open('/model_files/output.txt') 4 | content=f.read() 5 | accuracy=int(content[-47:-45]) 6 | print("Accuracy is ",accuracy) 7 | if accuracy < 80: 8 | print("Accuracy is less than 80 Running Hyper Parameter File") 9 | os.system("python3 /model_files/tuning_script.py") 10 | else: 11 | print("Just got the Accuracy Greater Than 80 [Accuracy :- {}]".format(accuracy)) 12 | 13 | -------------------------------------------------------------------------------- /output.txt: -------------------------------------------------------------------------------- 1 | Model: "sequential_1" 2 | _________________________________________________________________ 3 | Layer (type) Output Shape Param # 4 | ================================================================= 5 | conv2d_1 (Conv2D) (None, 62, 62, 32) 896 6 | _________________________________________________________________ 7 | max_pooling2d_1 (MaxPooling2 (None, 31, 31, 32) 0 8 | _________________________________________________________________ 9 | conv2d_2 (Conv2D) (None, 29, 29, 32) 9248 10 | _________________________________________________________________ 11 | max_pooling2d_2 (MaxPooling2 (None, 14, 14, 32) 0 12 | _________________________________________________________________ 13 | flatten_1 (Flatten) (None, 6272) 0 14 | _________________________________________________________________ 15 | dense_1 (Dense) (None, 128) 802944 16 | _________________________________________________________________ 17 | dense_2 (Dense) (None, 64) 8256 18 | _________________________________________________________________ 19 | dense_3 (Dense) (None, 1) 65 20 | ================================================================= 21 | Total params: 821,409 22 | Trainable params: 821,409 23 | Non-trainable params: 0 24 | _________________________________________________________________ 25 | Found 280 images belonging to 2 classes. 26 | Found 38 images belonging to 2 classes. 27 | Epoch 1/1 28 | 29 | 1/100 [..............................] - ETA: 15:14 - loss: 0.6951 - accuracy: 0.3438 30 | 2/100 [..............................] - ETA: 9:35 - loss: 0.6920 - accuracy: 0.4219 31 | 3/100 [..............................] - ETA: 6:56 - loss: 0.6883 - accuracy: 0.5417 32 | 4/100 [>.............................] - ETA: 5:37 - loss: 0.7032 - accuracy: 0.5078 33 | 5/100 [>.............................] - ETA: 4:57 - loss: 0.6963 - accuracy: 0.5500 34 | 6/100 [>.............................] - ETA: 4:59 - loss: 0.7161 - accuracy: 0.5104 35 | 7/100 [=>............................] - ETA: 4:34 - loss: 0.7114 - accuracy: 0.5046 36 | 8/100 [=>............................] - ETA: 4:28 - loss: 0.7069 - accuracy: 0.5161 37 | 9/100 [=>............................] - ETA: 4:20 - loss: 0.7022 - accuracy: 0.5143 38 | 10/100 [==>...........................] - ETA: 4:18 - loss: 0.6952 - accuracy: 0.5288 39 | 11/100 [==>...........................] - ETA: 4:14 - loss: 0.6912 - accuracy: 0.5262 40 | 12/100 [==>...........................] - ETA: 4:04 - loss: 0.6891 - accuracy: 0.5239 41 | 13/100 [==>...........................] - ETA: 3:58 - loss: 0.6832 - accuracy: 0.5270 42 | 14/100 [===>..........................] - ETA: 3:54 - loss: 0.6826 - accuracy: 0.5159 43 | 15/100 [===>..........................] - ETA: 3:50 - loss: 0.6765 - accuracy: 0.5339 44 | 16/100 [===>..........................] - ETA: 3:49 - loss: 0.6734 - accuracy: 0.5456 45 | 17/100 [====>.........................] - ETA: 3:44 - loss: 0.6688 - accuracy: 0.5587 46 | 18/100 [====>.........................] - ETA: 3:38 - loss: 0.6661 - accuracy: 0.5661 47 | 19/100 [====>.........................] - ETA: 3:35 - loss: 0.6601 - accuracy: 0.5845 48 | 20/100 [=====>........................] - ETA: 3:30 - loss: 0.6542 - accuracy: 0.5962 49 | 21/100 [=====>........................] - ETA: 3:27 - loss: 0.6474 - accuracy: 0.6082 50 | 22/100 [=====>........................] - ETA: 3:24 - loss: 0.6401 - accuracy: 0.6235 51 | 23/100 [=====>........................] - ETA: 3:21 - loss: 0.6304 - accuracy: 0.6334 52 | 24/100 [======>.......................] - ETA: 3:23 - loss: 0.6230 - accuracy: 0.6398 53 | 25/100 [======>.......................] - ETA: 3:19 - loss: 0.6259 - accuracy: 0.6379 54 | 26/100 [======>.......................] - ETA: 3:16 - loss: 0.6249 - accuracy: 0.6399 55 | 27/100 [=======>......................] - ETA: 3:12 - loss: 0.6161 - accuracy: 0.6464 56 | 28/100 [=======>......................] - ETA: 3:09 - loss: 0.6081 - accuracy: 0.6571 57 | 29/100 [=======>......................] - ETA: 3:05 - loss: 0.5989 - accuracy: 0.6659 58 | 30/100 [========>.....................] - ETA: 3:00 - loss: 0.5912 - accuracy: 0.6741 59 | 31/100 [========>.....................] - ETA: 2:55 - loss: 0.5796 - accuracy: 0.6829 60 | 32/100 [========>.....................] - ETA: 2:51 - loss: 0.5751 - accuracy: 0.6870 61 | 33/100 [========>.....................] - ETA: 2:45 - loss: 0.5715 - accuracy: 0.6885 62 | 34/100 [=========>....................] - ETA: 2:41 - loss: 0.5666 - accuracy: 0.6913 63 | 35/100 [=========>....................] - ETA: 2:36 - loss: 0.5606 - accuracy: 0.6958 64 | 36/100 [=========>....................] - ETA: 2:33 - loss: 0.5550 - accuracy: 0.7000 65 | 37/100 [==========>...................] - ETA: 2:30 - loss: 0.5490 - accuracy: 0.7040 66 | 38/100 [==========>...................] - ETA: 2:26 - loss: 0.5448 - accuracy: 0.7078 67 | 39/100 [==========>...................] - ETA: 2:23 - loss: 0.5374 - accuracy: 0.7130 68 | 40/100 [===========>..................] - ETA: 2:21 - loss: 0.5328 - accuracy: 0.7145 69 | 41/100 [===========>..................] - ETA: 2:18 - loss: 0.5250 - accuracy: 0.7193 70 | 42/100 [===========>..................] - ETA: 2:15 - loss: 0.5192 - accuracy: 0.7232 71 | 43/100 [===========>..................] - ETA: 2:12 - loss: 0.5164 - accuracy: 0.7260 72 | 44/100 [============>.................] - ETA: 2:09 - loss: 0.5089 - accuracy: 0.7310 73 | 45/100 [============>.................] - ETA: 2:09 - loss: 0.5009 - accuracy: 0.7357 74 | 46/100 [============>.................] - ETA: 2:07 - loss: 0.4961 - accuracy: 0.7395 75 | 47/100 [=============>................] - ETA: 2:04 - loss: 0.4907 - accuracy: 0.7418 76 | 48/100 [=============>................] - ETA: 2:02 - loss: 0.4838 - accuracy: 0.7460 77 | 49/100 [=============>................] - ETA: 1:59 - loss: 0.4783 - accuracy: 0.7500 78 | 50/100 [==============>...............] - ETA: 1:56 - loss: 0.4752 - accuracy: 0.7513 79 | 51/100 [==============>...............] - ETA: 1:54 - loss: 0.4700 - accuracy: 0.7551 80 | 52/100 [==============>...............] - ETA: 1:51 - loss: 0.4629 - accuracy: 0.7593 81 | 53/100 [==============>...............] - ETA: 1:49 - loss: 0.4579 - accuracy: 0.7621 82 | 54/100 [===============>..............] - ETA: 1:46 - loss: 0.4525 - accuracy: 0.7655 83 | 55/100 [===============>..............] - ETA: 1:44 - loss: 0.4506 - accuracy: 0.7675 84 | 56/100 [===============>..............] - ETA: 1:41 - loss: 0.4459 - accuracy: 0.7695 85 | 57/100 [================>.............] - ETA: 1:40 - loss: 0.4404 - accuracy: 0.7731 86 | 58/100 [================>.............] - ETA: 1:37 - loss: 0.4376 - accuracy: 0.7743 87 | 59/100 [================>.............] - ETA: 1:34 - loss: 0.4338 - accuracy: 0.7772 88 | 60/100 [=================>............] - ETA: 1:31 - loss: 0.4309 - accuracy: 0.7799 89 | 61/100 [=================>............] - ETA: 1:28 - loss: 0.4281 - accuracy: 0.7806 90 | 62/100 [=================>............] - ETA: 1:25 - loss: 0.4236 - accuracy: 0.7837 91 | 63/100 [=================>............] - ETA: 1:22 - loss: 0.4217 - accuracy: 0.7847 92 | 64/100 [==================>...........] - ETA: 1:19 - loss: 0.4177 - accuracy: 0.7863 93 | 65/100 [==================>...........] - ETA: 1:17 - loss: 0.4151 - accuracy: 0.7882 94 | 66/100 [==================>...........] - ETA: 1:14 - loss: 0.4147 - accuracy: 0.7886 95 | 67/100 [===================>..........] - ETA: 1:12 - loss: 0.4139 - accuracy: 0.7880 96 | 68/100 [===================>..........] - ETA: 1:09 - loss: 0.4222 - accuracy: 0.7850 97 | 69/100 [===================>..........] - ETA: 1:07 - loss: 0.4193 - accuracy: 0.7873 98 | 70/100 [====================>.........] - ETA: 1:04 - loss: 0.4231 - accuracy: 0.7863 99 | 71/100 [====================>.........] - ETA: 1:02 - loss: 0.4277 - accuracy: 0.7844 100 | 72/100 [====================>.........] - ETA: 1:00 - loss: 0.4266 - accuracy: 0.7857 101 | 73/100 [====================>.........] - ETA: 57s - loss: 0.4271 - accuracy: 0.7857 102 | 74/100 [=====================>........] - ETA: 55s - loss: 0.4306 - accuracy: 0.7834 103 | 75/100 [=====================>........] - ETA: 52s - loss: 0.4272 - accuracy: 0.7855 104 | 76/100 [=====================>........] - ETA: 50s - loss: 0.4245 - accuracy: 0.7876 105 | 77/100 [======================>.......] - ETA: 48s - loss: 0.4230 - accuracy: 0.7887 106 | 78/100 [======================>.......] - ETA: 46s - loss: 0.4231 - accuracy: 0.7887 107 | 79/100 [======================>.......] - ETA: 43s - loss: 0.4218 - accuracy: 0.7891 108 | 80/100 [=======================>......] - ETA: 41s - loss: 0.4200 - accuracy: 0.7906 109 | 81/100 [=======================>......] - ETA: 39s - loss: 0.4201 - accuracy: 0.7901 110 | 82/100 [=======================>......] - ETA: 37s - loss: 0.4194 - accuracy: 0.7900 111 | 83/100 [=======================>......] - ETA: 35s - loss: 0.4195 - accuracy: 0.7902 112 | 84/100 [========================>.....] - ETA: 32s - loss: 0.4171 - accuracy: 0.7924 113 | 85/100 [========================>.....] - ETA: 30s - loss: 0.4143 - accuracy: 0.7946 114 | 86/100 [========================>.....] - ETA: 28s - loss: 0.4125 - accuracy: 0.7955 115 | 87/100 [=========================>....] - ETA: 26s - loss: 0.4122 - accuracy: 0.7954 116 | 88/100 [=========================>....] - ETA: 24s - loss: 0.4101 - accuracy: 0.7964 117 | 89/100 [=========================>....] - ETA: 22s - loss: 0.4075 - accuracy: 0.7984 118 | 90/100 [==========================>...] - ETA: 20s - loss: 0.4066 - accuracy: 0.7993 119 | 91/100 [==========================>...] - ETA: 18s - loss: 0.4045 - accuracy: 0.8008 120 | 92/100 [==========================>...] - ETA: 16s - loss: 0.4028 - accuracy: 0.8020 121 | 93/100 [==========================>...] - ETA: 14s - loss: 0.4001 - accuracy: 0.8042 122 | 94/100 [===========================>..] - ETA: 11s - loss: 0.3990 - accuracy: 0.8050 123 | 95/100 [===========================>..] - ETA: 9s - loss: 0.3969 - accuracy: 0.8062 124 | 96/100 [===========================>..] - ETA: 7s - loss: 0.3955 - accuracy: 0.8070 125 | 97/100 [============================>.] - ETA: 5s - loss: 0.3929 - accuracy: 0.8090 126 | 98/100 [============================>.] - ETA: 3s - loss: 0.3909 - accuracy: 0.8104 127 | 99/100 [============================>.] - ETA: 1s - loss: 0.3898 - accuracy: 0.8110 128 | 100/100 [==============================] - 386s 4s/step - loss: 0.3881 - accuracy: 0.8120 - val_loss: 0.8521 - val_accuracy: 0.7895 129 | -------------------------------------------------------------------------------- /pneumonia_model.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DevanshSoni/CNN_Code/ac697dc0115662bd436056cfc85c2c3279d81f11/pneumonia_model.h5 -------------------------------------------------------------------------------- /tuning_script.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # coding: utf-8 3 | 4 | # In[9]: 5 | 6 | 7 | # import os 8 | import re 9 | 10 | 11 | # In[10]: 12 | 13 | 14 | file=open("/model_files/Pneumonia Detection using CNN .py") 15 | content=file.read() 16 | 17 | 18 | # In[11]: 19 | 20 | 21 | lines = content.split("\n") 22 | 23 | 24 | # In[12]: 25 | 26 | 27 | ep=0 28 | kernel_1=0 29 | kernel_2=0 30 | pool_size_1=0 31 | pool_size_2=0 32 | 33 | 34 | # In[14]: 35 | 36 | 37 | epoch="epochs=*\d{1,3}" 38 | pattern2=r"filters=*\d{1,3}" 39 | pattern3=r"kernel_size=\(\d{1,3},\d{1,3}\)" 40 | pattern4=r"pool_size=\(\d{1,3},\d{1,3}\)" 41 | 42 | ep=0 43 | kernel_1=0 44 | kernel_2=0 45 | pool_size_1=0 46 | pool_size_2=0 47 | check=0 48 | 49 | index=0 50 | layers = [] 51 | count=0 52 | for i in range(len(lines)): 53 | if 'model.add(Convolution2D(' in lines[i] and 'model.add(MaxPooling2D(' in lines[i+1]: 54 | print(lines[i]) 55 | print(lines[i+1]) 56 | layers.extend([lines[i],lines[i+1]]) 57 | count+=1 58 | index=i+2 59 | print("Count is ",count) 60 | layers=[layers[-2],layers[-1]] 61 | if count < 3: 62 | print("Added One CRP Layer") 63 | print("Now total number of CRP Layers is ",count+1) 64 | lines.insert(index,layers[0]) 65 | lines.insert(index+1,layers[1]) 66 | elif count ==3: 67 | for i in range(len(lines)): 68 | if 'model.add(Convolution2D(' in lines[i]: 69 | kernel_size=lines[i].index('kernel_size') 70 | filters=re.findall(pattern2,lines[i]) 71 | kernel=re.findall(pattern3,lines[i]) 72 | temp_line=lines[i] 73 | if len(filters)>0: 74 | new_filter=int(filters[0].split("=")[-1])+5 75 | if len(kernel)>0: 76 | a=kernel[0].split("=")[-1] 77 | b=a.split(",") 78 | kernel_1=int(b[0].split('(')[1])+2 79 | kernel_2=int(b[1].split(')')[0])+2 80 | 81 | if check > 0: 82 | lines[i]="model.add(Convolution2D(filters={},kernel_size=({},{}),activation='relu'))".format(new_filter,kernel_1,kernel_2) 83 | 84 | check+=1 85 | elif 'model.add(MaxPooling2D(' in lines[i]: 86 | pool_size=lines[i].index('pool_size') 87 | result4=re.findall(pattern4,lines[i]) 88 | if len(result4)>0: 89 | a=result4[0].split("=")[-1] 90 | b=a.split(",") 91 | pool_size_1=str(int(b[0].split('(')[1])+2) 92 | pool_size_2=str(int(b[1].split(')')[0])+2) 93 | lines[i] = "model.add(MaxPooling2D(pool_size=({},{})))".format(pool_size_1,pool_size_2) 94 | 95 | elif 'epochs' in lines[i]: 96 | result=re.findall(epoch,lines[i]) 97 | if len(result)>0: 98 | ep=int(result[0].split("=")[-1])+5 99 | lines[i]="epochs={},".format(ep) 100 | 101 | print("Insert CRP layer at Index {} if Number of CRP Layers are less than 3".format(index)) 102 | print("Layers ",layers) 103 | file.close() 104 | 105 | 106 | # In[15]: 107 | 108 | 109 | for line in lines: 110 | print(line) 111 | 112 | 113 | # In[ ]: 114 | 115 | 116 | 117 | 118 | 119 | # In[16]: 120 | 121 | 122 | content="" 123 | for new_line in lines: 124 | content=content+new_line+"\n" 125 | file=open("/model_files/Pneumonia Detection using CNN .py","w") 126 | file.write(content) 127 | file.close() 128 | 129 | # os.system("cd /model_files/ && git add . && git commit -m 'Hyper Parameters Tunned' && git push") 130 | # In[ ]: 131 | 132 | 133 | 134 | 135 | 136 | # In[ ]: 137 | 138 | 139 | 140 | 141 | 142 | # In[ ]: 143 | 144 | 145 | 146 | 147 | 148 | # In[ ]: 149 | 150 | 151 | 152 | 153 | --------------------------------------------------------------------------------