├── .DS_Store ├── .gitattributes ├── 02_end_to_end_machine_learning_project.ipynb ├── 03_dimensionality_reduction.ipynb ├── 04_anomaly_detection.ipynb ├── 05_clustering.ipynb ├── 06_group_segmentation.ipynb ├── 08_autoencoders.ipynb ├── 09_semisupervised.ipynb ├── 10_rbms.ipynb ├── 11_dbns.ipynb ├── 12_gans.ipynb ├── 13_temporal_clustering.ipynb ├── README.md ├── book_cover.jpg ├── datasets ├── .DS_Store ├── credit_card_data │ ├── .DS_Store │ ├── .gitattributes │ ├── correlationMatrix.csv │ └── credit_card.csv ├── fashion_mnist_data │ ├── .DS_Store │ ├── t10k-images-idx3-ubyte.gz │ ├── t10k-labels-idx1-ubyte.gz │ ├── train-images-idx3-ubyte.gz │ └── train-labels-idx1-ubyte.gz ├── lending_club_data │ ├── LCDataDictionary.xlsx │ └── LoanStats3a.csv ├── mnist_data │ ├── mnist.pkl.gz │ ├── t10k-images-idx3-ubyte.gz │ ├── t10k-labels-idx1-ubyte.gz │ ├── train-images-idx3-ubyte.gz │ └── train-labels-idx1-ubyte.gz ├── movielens_data │ └── README.txt ├── pickled_data │ └── README.txt └── ucr_time_series_data │ └── README.txt ├── images ├── chapter10 │ ├── 1001.PNG │ ├── 1002.PNG │ ├── 1003.PNG │ ├── 1004.PNG │ ├── 1005.PNG │ ├── 1006.PNG │ ├── 1007.PNG │ ├── 1008.PNG │ ├── 1009.PNG │ ├── 1010.PNG │ ├── 1011.PNG │ └── 1012.PNG ├── chapter11 │ ├── 1101.PNG │ ├── 1102.PNG │ ├── 1103.PNG │ ├── 1104.PNG │ ├── 1105.PNG │ ├── 1106.PNG │ ├── 1107.PNG │ ├── 1108.PNG │ ├── 1109.PNG │ ├── 1110.PNG │ ├── 1111.PNG │ ├── 1112.PNG │ ├── 1113.PNG │ ├── 1114.PNG │ ├── 1115.PNG │ ├── 1116.PNG │ ├── 1117.PNG │ ├── 1118.PNG │ ├── 1119.PNG │ ├── 1120.PNG │ ├── 1121.PNG │ ├── 1122.PNG │ ├── 1123.PNG │ ├── 1124.PNG │ └── 1125.PNG ├── chapter12 │ ├── 1201.PNG │ ├── 1202.PNG │ ├── 1203.PNG │ ├── 1204.PNG │ ├── 1205.PNG │ └── synthetic_mnist │ │ ├── mnist.png │ │ ├── mnist_1000.png │ │ ├── mnist_10000.png │ │ ├── mnist_1500.png │ │ ├── mnist_2000.png │ │ ├── mnist_2500.png │ │ ├── mnist_3000.png │ │ ├── mnist_3500.png │ │ ├── mnist_4000.png │ │ ├── mnist_4500.png │ │ ├── mnist_500.png │ │ ├── mnist_5000.png │ │ ├── mnist_5500.png │ │ ├── mnist_6000.png │ │ ├── mnist_6500.png │ │ ├── mnist_7000.png │ │ ├── mnist_7500.png │ │ ├── mnist_8000.png │ │ ├── mnist_8500.png │ │ ├── mnist_9000.png │ │ └── mnist_9500.png ├── chapter13 │ ├── 1301.PNG │ ├── 1302.PNG │ ├── 1303.PNG │ ├── 1304.PNG │ ├── 1305.PNG │ ├── 1306.PNG │ ├── 1307.PNG │ ├── 1308.PNG │ ├── 1309.PNG │ ├── 1310.PNG │ ├── 1311.PNG │ ├── 1312.PNG │ ├── 1313.PNG │ ├── 1314.PNG │ ├── 1315.PNG │ ├── 1316.PNG │ ├── 1317.PNG │ ├── 1318.PNG │ ├── 1319.PNG │ ├── 1320.PNG │ ├── 1321.PNG │ ├── 1322.PNG │ ├── 1323.PNG │ ├── 1324.PNG │ └── 1325.PNG ├── chapter2 │ ├── 0201.PNG │ ├── 0202.PNG │ ├── 0203.PNG │ ├── 0204.PNG │ ├── 0205.PNG │ ├── 0206.PNG │ ├── 0207.PNG │ ├── 0208.PNG │ ├── 0209.PNG │ ├── 0210.PNG │ ├── 0211.PNG │ ├── 0212.PNG │ ├── 0213.PNG │ ├── 0214.PNG │ ├── 0215.PNG │ ├── 0216.PNG │ ├── 0217.PNG │ ├── 0218.PNG │ ├── 0219.PNG │ ├── 0220.PNG │ ├── 0221.PNG │ ├── 0222.PNG │ ├── 0223.PNG │ ├── 0224.PNG │ ├── 0225.PNG │ ├── 0226.PNG │ ├── 0227.PNG │ ├── 0228.PNG │ ├── 0229.PNG │ ├── 0230.PNG │ ├── 0231.PNG │ ├── 0232.PNG │ ├── 0233.PNG │ ├── 0234.PNG │ ├── 0235.PNG │ ├── 0236.PNG │ ├── 0237.PNG │ └── 0238.PNG ├── chapter3 │ ├── 0301.PNG │ ├── 0302.PNG │ ├── 0303.PNG │ ├── 0304.PNG │ ├── 0305.PNG │ ├── 0306.PNG │ ├── 0307.PNG │ ├── 0308.PNG │ ├── 0309.PNG │ ├── 0310.PNG │ ├── 0311.PNG │ ├── 0312.PNG │ ├── 0313.PNG │ ├── 0314.PNG │ ├── 0315.PNG │ ├── 0316.PNG │ ├── 0317.PNG │ ├── 0318.PNG │ ├── 0319.PNG │ ├── 0320.PNG │ └── 0321.PNG ├── chapter4 │ ├── 0401.PNG │ ├── 0402.PNG │ ├── 0403.PNG │ ├── 0404.PNG │ ├── 0405.PNG │ ├── 0406.PNG │ ├── 0407.PNG │ ├── 0408.PNG │ ├── 0409.PNG │ ├── 0410.PNG │ ├── 0411.PNG │ ├── 0412.PNG │ ├── 0413.PNG │ ├── 0414.PNG │ ├── 0415.PNG │ ├── 0416.PNG │ ├── 0417.PNG │ ├── 0418.PNG │ ├── 0419.PNG │ ├── 0420.PNG │ ├── 0421.PNG │ ├── 0422.PNG │ └── 0423.PNG ├── chapter5 │ ├── 0501.PNG │ ├── 0502.PNG │ ├── 0503.PNG │ ├── 0504.PNG │ ├── 0505.PNG │ ├── 0506.PNG │ ├── 0507.PNG │ ├── 0508.PNG │ ├── 0509.PNG │ ├── 0510.PNG │ ├── 0511.PNG │ ├── 0512.PNG │ ├── 0513.PNG │ └── 0514.PNG ├── chapter6 │ ├── 0601.PNG │ ├── 0602.PNG │ ├── 0603.PNG │ ├── 0604.PNG │ ├── 0605.PNG │ ├── 0606.PNG │ ├── 0607.PNG │ ├── 0608.PNG │ ├── 0609.PNG │ ├── 0610.PNG │ ├── 0611.PNG │ ├── 0612.PNG │ ├── 0613.PNG │ ├── 0614.PNG │ ├── 0615.PNG │ ├── 0616.PNG │ └── 0617.PNG ├── chapter8 │ ├── 0801.PNG │ ├── 0802.PNG │ ├── 0803.PNG │ ├── 0804.PNG │ ├── 0805.PNG │ ├── 0806.PNG │ ├── 0807.PNG │ ├── 0808.PNG │ ├── 0809.PNG │ ├── 0810.PNG │ ├── 0811.PNG │ ├── 0812.PNG │ ├── 0813.PNG │ ├── 0814.PNG │ ├── 0815.PNG │ ├── 0816.PNG │ ├── 0817.PNG │ ├── 0818.PNG │ ├── 0819.PNG │ ├── 0820.PNG │ ├── 0821.PNG │ ├── 0822.PNG │ ├── 0823.PNG │ ├── 0824.PNG │ ├── 0825.PNG │ ├── 0826.PNG │ ├── 0827.PNG │ ├── 0828.PNG │ ├── 0829.PNG │ ├── 0830.PNG │ ├── 0831.PNG │ ├── 0832.PNG │ ├── 0833.PNG │ └── 0834.PNG └── chapter9 │ ├── 0901.PNG │ ├── 0902.PNG │ ├── 0903.PNG │ └── 0904.PNG ├── xgboost └── xgboost-0.81-cp36-cp36m-win_amd64.whl └── 주석 및 참고 URL 목록.md /.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/francis-kang/handson-unsupervised-learning/HEAD/.DS_Store -------------------------------------------------------------------------------- /.gitattributes: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/francis-kang/handson-unsupervised-learning/HEAD/.gitattributes -------------------------------------------------------------------------------- /02_end_to_end_machine_learning_project.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/francis-kang/handson-unsupervised-learning/HEAD/02_end_to_end_machine_learning_project.ipynb -------------------------------------------------------------------------------- /03_dimensionality_reduction.ipynb: 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