├── .gitignore ├── 000_CourseOverview ├── HowToWorkWithTheCourse.pdf └── SystemSetup.pdf ├── 010_DeepLearningIntro ├── 05_DNN_GeneralOverview │ └── DeepLearningGeneralOverview.pdf ├── 10_DNN_Overview │ └── DeepLearningOverview.pdf ├── 15_DNN_Details │ ├── 1_DeepLearning_Performance.pdf │ ├── 2_DeepLearning_PerceptronNeuralNetwork.pdf │ ├── 3_DeepLearning_LayerTypes.pdf │ ├── 4_DeepLearning_ActivationFunctions.pdf │ ├── 5_DeepLearning_LossFunctions.pdf │ ├── 6_DeepLearning_Optimizer.pdf │ ├── 7_DeepLearning_Frameworks.pdf │ ├── 8_DeepLearning_EpochBatchsize.pdf │ └── archive │ │ └── DeepLearningDetails.pdf └── DeepLearningIntro_Section_Overview.pdf ├── 015_NeuralNetworkFromScratch ├── NNfromScratch.pdf ├── NNfromScratch_Overview.pdf ├── dot_product_final.py ├── dot_product_start.py ├── heart.csv ├── nn_scratch_end.py └── nn_scratch_start.py ├── 016_ModelEvaluation ├── ResamplingTechniques_101.pdf ├── TrainValidationTest_101.pdf └── UnderfittingOverfitting.pdf ├── 020_TensorIntro ├── TensorIntro_Section_Overview.pdf ├── Tensors.py └── Tensors_Intro.pdf ├── 030_ModelingIntroduction ├── 00_LinRegFromScratch_end.py ├── 00_LinRegFromScratch_start.py ├── 10_LinReg_ModelClass_end.py ├── 10_LinReg_ModelClass_start.py ├── 20_LinReg_Batches_end.py ├── 20_LinReg_Batches_start.py ├── 30_LinReg_DatasetDataloader_end.py ├── 30_LinReg_DatasetDataloader_start.py ├── 40_LinReg_ModelSavingLoading_end.py ├── 40_LinReg_ModelSavingLoading_start.py ├── 50_LinReg_HyperparameterTuning_end.py ├── 50_LinReg_HyperparameterTuning_start.py ├── Batches.pdf ├── DatasetsDataloaders.pdf ├── Model HyperparameterTuning.pdf ├── Model SavingLoading.pdf ├── ModelingIntro_Section_Overview.pdf ├── Pytorch_ModelTraining.pdf └── model_state_dict.pth ├── 045_Classification ├── Classification_Section_Overview.pdf ├── ConfusionMatrix_101.pdf ├── MultiClassClassification_end.py ├── MultiClassClassification_start.py ├── MultiLabelMultiClass.pdf ├── MultilabelClassification_end.py ├── MultilabelClassification_start.py └── ROCCurve_101.pdf ├── 050_CnnIntro └── 101 │ └── CNN_101.pdf ├── 060_CNN_ImageClassification ├── BinaryClassification │ ├── CNN_BinaryClassification_end.py │ ├── CNN_BinaryClassification_start.py │ └── data │ │ ├── test │ │ ├── Negative │ │ │ ├── 00501.jpg │ │ │ ├── 00502.jpg │ │ │ ├── 00503.jpg │ │ │ ├── 00504.jpg │ │ │ ├── 00505.jpg │ │ │ ├── 00506.jpg │ │ │ ├── 00507.jpg │ │ │ ├── 00508.jpg │ │ │ ├── 00509.jpg │ │ │ ├── 00510.jpg │ │ │ ├── 00511.jpg │ │ │ ├── 00512.jpg │ │ │ ├── 00513.jpg │ │ │ ├── 00514.jpg │ │ │ ├── 00515.jpg │ │ │ ├── 00516.jpg │ │ │ ├── 00517.jpg │ │ │ ├── 00518.jpg │ │ │ ├── 00519.jpg │ │ │ ├── 00520.jpg │ │ │ ├── 00521.jpg │ │ │ ├── 00522.jpg │ │ │ ├── 00523.jpg │ │ │ ├── 00524.jpg │ │ │ ├── 00525.jpg │ │ │ ├── 00526.jpg │ │ │ ├── 00527.jpg │ │ │ ├── 00528.jpg │ │ │ ├── 00529.jpg │ │ │ ├── 00530.jpg │ │ │ ├── 00531.jpg │ │ │ ├── 00532.jpg │ │ │ ├── 00533.jpg │ │ │ ├── 00534.jpg │ │ │ ├── 00535.jpg │ │ │ ├── 00536.jpg │ │ │ ├── 00537.jpg │ │ │ ├── 00538.jpg │ │ │ ├── 00539.jpg │ │ │ ├── 00540.jpg │ │ │ ├── 00541.jpg │ │ │ ├── 00542.jpg │ │ │ ├── 00543.jpg │ │ │ ├── 00544.jpg │ │ │ ├── 00545.jpg │ │ │ ├── 00546.jpg │ │ │ ├── 00547.jpg │ │ │ ├── 00548.jpg │ │ │ ├── 00549.jpg │ │ │ ├── 00550.jpg │ │ │ ├── 00551.jpg │ │ │ ├── 00552.jpg │ │ │ ├── 00553.jpg │ │ │ ├── 00554.jpg │ │ │ ├── 00555.jpg │ │ │ ├── 00556.jpg │ │ │ ├── 00557.jpg │ │ │ ├── 00558.jpg │ │ │ ├── 00559.jpg │ │ │ ├── 00560.jpg │ │ │ ├── 00561.jpg │ │ │ ├── 00562.jpg │ │ │ ├── 00563.jpg │ │ │ ├── 00564.jpg │ │ │ ├── 00565.jpg │ │ │ ├── 00566.jpg │ │ │ ├── 00567.jpg │ │ │ ├── 00568.jpg │ │ │ ├── 00569.jpg │ │ │ ├── 00570.jpg │ │ │ ├── 00571.jpg │ │ │ ├── 00572.jpg │ │ │ ├── 00573.jpg │ │ │ ├── 00574.jpg │ │ │ ├── 00575.jpg │ │ │ ├── 00576.jpg │ │ │ ├── 00577.jpg │ │ │ ├── 00578.jpg │ │ │ ├── 00579.jpg │ │ │ ├── 00580.jpg │ │ │ ├── 00581.jpg │ │ │ ├── 00582.jpg │ │ │ ├── 00583.jpg │ │ │ ├── 00584.jpg │ │ │ ├── 00585.jpg │ │ │ ├── 00586.jpg │ │ │ ├── 00587.jpg │ │ │ ├── 00588.jpg │ │ │ ├── 00589.jpg │ │ │ ├── 00590.jpg │ │ │ ├── 00591.jpg │ │ │ ├── 00592.jpg │ │ │ ├── 00593.jpg │ │ │ ├── 00594.jpg │ │ │ ├── 00595.jpg │ │ │ ├── 00596.jpg │ │ │ ├── 00597.jpg │ │ │ ├── 00598.jpg │ │ │ ├── 00599.jpg │ │ │ ├── 00600.jpg │ │ │ ├── 00601.jpg │ │ │ ├── 00602.jpg │ │ │ ├── 00603.jpg │ │ │ ├── 00604.jpg │ │ │ ├── 00605.jpg │ │ │ ├── 00606.jpg │ │ │ ├── 00607.jpg │ │ │ ├── 00608.jpg │ │ │ ├── 00609.jpg │ │ │ ├── 00610.jpg │ │ │ ├── 00611.jpg │ │ │ ├── 00612.jpg │ │ │ ├── 00613.jpg │ │ │ ├── 00614.jpg │ │ │ ├── 00615.jpg │ │ │ ├── 00616.jpg │ │ │ ├── 00617.jpg │ │ │ ├── 00618.jpg │ │ │ ├── 00619.jpg │ │ │ ├── 00620.jpg │ │ │ ├── 00621.jpg │ │ │ ├── 00622.jpg │ │ │ ├── 00623.jpg │ │ │ ├── 00624.jpg │ │ │ ├── 00625.jpg │ │ │ ├── 00626.jpg │ │ │ ├── 00627.jpg │ │ │ ├── 00628.jpg │ │ │ ├── 00629.jpg │ │ │ ├── 00630.jpg │ │ │ ├── 00631.jpg │ │ │ ├── 00632.jpg │ │ │ ├── 00633.jpg │ │ │ ├── 00634.jpg │ │ │ ├── 00635.jpg │ │ │ ├── 00636.jpg │ │ │ ├── 00637.jpg │ │ │ ├── 00638.jpg │ │ │ ├── 00639.jpg │ │ │ ├── 00640.jpg │ │ │ ├── 00641.jpg │ │ │ ├── 00642.jpg │ │ │ ├── 00643.jpg │ │ │ ├── 00644.jpg │ │ │ ├── 00645.jpg │ │ │ ├── 00646.jpg │ │ │ ├── 00647.jpg │ │ │ ├── 00648.jpg │ │ │ ├── 00649.jpg │ │ │ ├── 00650.jpg │ │ │ ├── 00651.jpg │ │ │ ├── 00652.jpg │ │ │ ├── 00653.jpg │ │ │ ├── 00654.jpg │ │ │ ├── 00655.jpg │ │ │ ├── 00656.jpg │ │ │ ├── 00657.jpg │ │ │ ├── 00658.jpg │ │ │ ├── 00659.jpg │ │ │ ├── 00660.jpg │ │ │ ├── 00661.jpg │ │ │ ├── 00662.jpg │ │ │ ├── 00663.jpg │ │ │ ├── 00664.jpg │ │ │ ├── 00665.jpg │ │ │ ├── 00666.jpg │ │ │ ├── 00667.jpg │ │ │ ├── 00668.jpg │ │ │ ├── 00669.jpg │ │ │ ├── 00670.jpg │ │ │ ├── 00671.jpg │ │ │ ├── 00672.jpg │ │ │ ├── 00673.jpg │ │ │ ├── 00674.jpg │ │ │ ├── 00675.jpg │ │ │ ├── 00676.jpg │ │ │ ├── 00677.jpg │ │ │ ├── 00678.jpg │ │ │ ├── 00679.jpg │ │ │ ├── 00680.jpg │ │ │ ├── 00681.jpg │ │ │ ├── 00682.jpg │ │ │ ├── 00683.jpg │ │ │ ├── 00684.jpg │ │ │ ├── 00685.jpg │ │ │ ├── 00686.jpg │ │ │ ├── 00687.jpg │ │ │ ├── 00688.jpg │ │ │ ├── 00689.jpg │ │ │ ├── 00690.jpg │ │ │ ├── 00691.jpg │ │ │ ├── 00692.jpg │ │ │ ├── 00693.jpg │ │ │ ├── 00694.jpg │ │ │ ├── 00695.jpg │ │ │ ├── 00696.jpg │ │ │ ├── 00697.jpg │ │ │ ├── 00698.jpg │ │ │ ├── 00699.jpg │ │ │ ├── 00700.jpg │ │ │ ├── 00701.jpg │ │ │ ├── 00702.jpg │ │ │ ├── 00703.jpg │ │ │ ├── 00704.jpg │ │ │ ├── 00705.jpg │ │ │ ├── 00706.jpg │ │ │ ├── 00707.jpg │ │ │ ├── 00708.jpg │ │ │ ├── 00709.jpg │ │ │ ├── 00710.jpg │ │ │ ├── 00711.jpg │ │ │ ├── 00712.jpg │ │ │ ├── 00713.jpg │ │ │ ├── 00714.jpg │ │ │ ├── 00715.jpg │ │ │ ├── 00716.jpg │ │ │ ├── 00717.jpg │ │ │ ├── 00718.jpg │ │ │ ├── 00719.jpg │ │ │ ├── 00720.jpg │ │ │ ├── 00721.jpg │ │ │ ├── 00722.jpg │ │ │ ├── 00723.jpg │ │ │ ├── 00724.jpg │ │ │ ├── 00725.jpg │ │ │ ├── 00726.jpg │ │ │ ├── 00727.jpg │ │ │ ├── 00728.jpg │ │ │ ├── 00729.jpg │ │ │ ├── 00730.jpg │ │ │ ├── 00731.jpg │ │ │ ├── 00732.jpg │ │ │ ├── 00733.jpg │ │ │ ├── 00734.jpg │ │ │ ├── 00735.jpg │ │ │ ├── 00736.jpg │ │ │ ├── 00737.jpg │ │ │ ├── 00738.jpg │ │ │ ├── 00739.jpg │ │ │ ├── 00740.jpg │ │ │ ├── 00741.jpg │ │ │ ├── 00742.jpg │ │ │ ├── 00743.jpg │ │ │ ├── 00744.jpg │ │ │ ├── 00745.jpg │ │ │ ├── 00746.jpg │ │ │ ├── 00747.jpg │ │ │ ├── 00748.jpg │ │ │ ├── 00749.jpg │ │ │ ├── 00750.jpg │ │ │ ├── 00751.jpg │ │ │ ├── 00752.jpg │ │ │ ├── 00753.jpg │ │ │ ├── 00754.jpg │ │ │ ├── 00755.jpg │ │ │ ├── 00756.jpg │ │ │ ├── 00757.jpg │ │ │ ├── 00758.jpg │ │ │ ├── 00759.jpg │ │ │ ├── 00760.jpg │ │ │ ├── 00761.jpg │ │ │ ├── 00762.jpg │ │ │ ├── 00763.jpg │ │ │ ├── 00764.jpg │ │ │ ├── 00765.jpg │ │ │ ├── 00766.jpg │ │ │ ├── 00767.jpg │ │ │ ├── 00768.jpg │ │ │ ├── 00769.jpg │ │ │ ├── 00770.jpg │ │ │ ├── 00771.jpg │ │ │ ├── 00772.jpg │ │ │ ├── 00773.jpg │ │ │ ├── 00774.jpg │ │ │ ├── 00775.jpg │ │ │ ├── 00776.jpg │ │ │ ├── 00777.jpg │ │ │ ├── 00778.jpg │ │ │ ├── 00779.jpg │ │ │ ├── 00780.jpg │ │ │ ├── 00781.jpg │ │ │ ├── 00782.jpg │ │ │ ├── 00783.jpg │ │ │ ├── 00784.jpg │ │ │ ├── 00785.jpg │ │ │ ├── 00786.jpg │ │ │ ├── 00787.jpg │ │ │ ├── 00788.jpg │ │ │ ├── 00789.jpg │ │ │ ├── 00790.jpg │ │ │ ├── 00791.jpg │ │ │ ├── 00792.jpg │ │ │ ├── 00793.jpg │ │ │ ├── 00794.jpg │ │ │ ├── 00795.jpg │ │ │ ├── 00796.jpg │ │ │ ├── 00797.jpg │ │ │ ├── 00798.jpg │ │ │ ├── 00799.jpg │ │ │ └── 00800.jpg │ │ └── Positive │ │ │ ├── 00501.jpg │ │ │ ├── 00502.jpg │ │ │ ├── 00503.jpg │ │ │ ├── 00504.jpg │ │ │ ├── 00505.jpg │ │ │ ├── 00506.jpg │ │ │ ├── 00507.jpg │ │ │ ├── 00508.jpg │ │ │ ├── 00509.jpg │ │ │ ├── 00510.jpg │ │ │ ├── 00511.jpg │ │ │ ├── 00512.jpg │ │ │ ├── 00513.jpg │ │ │ ├── 00514.jpg │ │ │ ├── 00515.jpg │ │ │ ├── 00516.jpg │ │ │ ├── 00517.jpg │ │ │ ├── 00518.jpg │ │ │ ├── 00519.jpg │ │ │ ├── 00520.jpg │ │ │ ├── 00521.jpg │ │ │ ├── 00522.jpg │ │ │ ├── 00523.jpg │ │ │ ├── 00524.jpg │ │ │ ├── 00525.jpg │ │ │ ├── 00526.jpg │ │ │ ├── 00527.jpg │ │ │ ├── 00528.jpg │ │ │ ├── 00529.jpg │ │ │ ├── 00530.jpg │ │ │ ├── 00531.jpg │ │ │ ├── 00532.jpg │ │ │ ├── 00533.jpg │ │ │ ├── 00534.jpg │ │ │ ├── 00535.jpg │ │ │ ├── 00536.jpg │ │ │ ├── 00537.jpg │ │ │ ├── 00538.jpg │ │ │ ├── 00539.jpg │ │ │ ├── 00540.jpg │ │ │ ├── 00541.jpg │ │ │ ├── 00542.jpg │ │ │ ├── 00543.jpg │ │ │ ├── 00544.jpg │ │ │ ├── 00545.jpg │ │ │ ├── 00546.jpg │ │ │ ├── 00547.jpg │ │ │ ├── 00548.jpg │ │ │ ├── 00549.jpg │ │ │ ├── 00550.jpg │ │ │ ├── 00551.jpg │ │ │ ├── 00552.jpg │ │ │ ├── 00553.jpg │ │ │ ├── 00554.jpg │ │ │ ├── 00555.jpg │ │ │ ├── 00556.jpg │ │ │ ├── 00557.jpg │ │ │ ├── 00558.jpg │ │ │ ├── 00559.jpg │ │ │ ├── 00560.jpg │ │ │ ├── 00561.jpg │ │ │ ├── 00562.jpg │ │ │ ├── 00563.jpg │ │ │ ├── 00564.jpg │ │ │ ├── 00565.jpg │ │ │ ├── 00566.jpg │ │ │ ├── 00567.jpg │ │ │ ├── 00568.jpg │ │ │ ├── 00569.jpg │ │ │ ├── 00570.jpg │ │ │ ├── 00571.jpg │ │ │ ├── 00572.jpg │ │ │ ├── 00573.jpg │ │ │ ├── 00574.jpg │ │ │ ├── 00575.jpg │ │ │ ├── 00576.jpg │ │ │ ├── 00577.jpg │ │ │ ├── 00578.jpg │ │ │ ├── 00579.jpg │ │ │ ├── 00580.jpg │ │ │ ├── 00581.jpg │ │ │ ├── 00582.jpg │ │ │ ├── 00583.jpg │ │ │ ├── 00584.jpg │ │ │ ├── 00585.jpg │ │ │ ├── 00586.jpg │ │ │ ├── 00587.jpg │ │ │ ├── 00588.jpg │ │ │ ├── 00589.jpg │ │ │ ├── 00590.jpg │ │ │ ├── 00591.jpg │ │ │ ├── 00592.jpg │ │ │ ├── 00593.jpg │ │ │ ├── 00594.jpg │ │ │ ├── 00595.jpg │ │ │ ├── 00596.jpg │ │ │ ├── 00597.jpg │ │ │ ├── 00598.jpg │ │ │ ├── 00599.jpg │ │ │ ├── 00600.jpg │ │ │ ├── 00601.jpg │ │ │ ├── 00602.jpg │ │ │ ├── 00603.jpg │ │ │ ├── 00604.jpg │ │ │ ├── 00605.jpg │ │ │ ├── 00606.jpg │ │ │ ├── 00607.jpg │ │ │ ├── 00608.jpg │ │ │ ├── 00609.jpg │ │ │ ├── 00610.jpg │ │ │ ├── 00611.jpg │ │ │ ├── 00612.jpg │ │ │ ├── 00613.jpg │ │ │ ├── 00614.jpg │ │ │ ├── 00615.jpg │ │ │ ├── 00616.jpg │ │ │ ├── 00617.jpg │ │ │ ├── 00618.jpg │ │ │ ├── 00619.jpg │ │ │ ├── 00620.jpg │ │ │ ├── 00621.jpg │ │ │ ├── 00622.jpg │ │ │ ├── 00623.jpg │ │ │ ├── 00624.jpg │ │ │ ├── 00625.jpg │ │ │ ├── 00626.jpg │ │ │ ├── 00627.jpg │ │ │ ├── 00628.jpg │ │ │ ├── 00629.jpg │ │ │ ├── 00630.jpg │ │ │ ├── 00631.jpg │ │ │ ├── 00632.jpg │ │ │ ├── 00633.jpg │ │ │ ├── 00634.jpg │ │ │ ├── 00635.jpg │ │ │ ├── 00636.jpg │ │ │ ├── 00637.jpg │ │ │ ├── 00638.jpg │ │ │ ├── 00639.jpg │ │ │ ├── 00640.jpg │ │ │ ├── 00641.jpg │ │ │ ├── 00642.jpg │ │ │ ├── 00643.jpg │ │ │ ├── 00644.jpg │ │ │ ├── 00645.jpg │ │ │ ├── 00646.jpg │ │ │ ├── 00647.jpg │ │ │ ├── 00648.jpg │ │ │ ├── 00649.jpg │ │ │ ├── 00650.jpg │ │ │ ├── 00651.jpg │ │ │ ├── 00652.jpg │ │ │ ├── 00653.jpg │ │ │ ├── 00654.jpg │ │ │ ├── 00655.jpg │ │ │ ├── 00656.jpg │ │ │ ├── 00657.jpg │ │ │ ├── 00658.jpg │ │ │ ├── 00659.jpg │ │ │ ├── 00660.jpg │ │ │ ├── 00661.jpg │ │ │ ├── 00662.jpg │ │ │ ├── 00663.jpg │ │ │ ├── 00664.jpg │ │ │ ├── 00665.jpg │ │ │ ├── 00666.jpg │ │ │ ├── 00667.jpg │ │ │ ├── 00668.jpg │ │ │ ├── 00669.jpg │ │ │ ├── 00670.jpg │ │ │ ├── 00671.jpg │ │ │ ├── 00672.jpg │ │ │ ├── 00673.jpg │ │ │ ├── 00674.jpg │ │ │ ├── 00675.jpg │ │ │ ├── 00676.jpg │ │ │ ├── 00677.jpg │ │ │ ├── 00678.jpg │ │ │ ├── 00679.jpg │ │ │ ├── 00680.jpg │ │ │ ├── 00681.jpg │ │ │ ├── 00682.jpg │ │ │ ├── 00683.jpg │ │ │ ├── 00684.jpg │ │ │ ├── 00685.jpg │ │ │ ├── 00686.jpg │ │ │ ├── 00687.jpg │ │ │ ├── 00688.jpg │ │ │ ├── 00689.jpg │ │ │ ├── 00690.jpg │ │ │ ├── 00691.jpg │ │ │ ├── 00692.jpg │ │ │ ├── 00693.jpg │ │ │ ├── 00694.jpg │ │ │ ├── 00695.jpg │ │ │ ├── 00696.jpg │ │ │ ├── 00697.jpg │ │ │ ├── 00698.jpg │ │ │ ├── 00699.jpg │ │ │ ├── 00700.jpg │ │ │ ├── 00701.jpg │ │ │ ├── 00702.jpg │ │ │ ├── 00703.jpg │ │ │ ├── 00704.jpg │ │ │ ├── 00705.jpg │ │ │ ├── 00706.jpg │ │ │ ├── 00707.jpg │ │ │ ├── 00708.jpg │ │ │ ├── 00709.jpg │ │ │ ├── 00710.jpg │ │ │ ├── 00711.jpg │ │ │ ├── 00712.jpg │ │ │ ├── 00713.jpg │ │ │ ├── 00714.jpg │ │ │ ├── 00715.jpg │ │ │ ├── 00716.jpg │ │ │ ├── 00717.jpg │ │ │ ├── 00718.jpg │ │ │ ├── 00719.jpg │ │ │ ├── 00720.jpg │ │ │ ├── 00721.jpg │ │ │ ├── 00722.jpg │ │ │ ├── 00723.jpg │ │ │ ├── 00724.jpg │ │ │ ├── 00725.jpg │ │ │ ├── 00726.jpg │ │ │ ├── 00727.jpg │ │ │ ├── 00728.jpg │ │ │ ├── 00729.jpg │ │ │ ├── 00730.jpg │ │ │ ├── 00731.jpg │ │ │ ├── 00732.jpg │ │ │ ├── 00733.jpg │ │ │ ├── 00734.jpg │ │ │ ├── 00735.jpg │ │ │ ├── 00736.jpg │ │ │ ├── 00737.jpg │ │ │ ├── 00738.jpg │ │ │ ├── 00739.jpg │ │ │ ├── 00740.jpg │ │ │ ├── 00741.jpg │ │ │ ├── 00742.jpg │ │ │ ├── 00743.jpg │ │ │ ├── 00744.jpg │ │ │ ├── 00745.jpg │ │ │ ├── 00746.jpg │ │ │ ├── 00747.jpg │ │ │ ├── 00748.jpg │ │ │ ├── 00749.jpg │ │ │ ├── 00750.jpg │ │ │ ├── 00751.jpg │ │ │ ├── 00752.jpg │ │ │ ├── 00753.jpg │ │ │ ├── 00754.jpg │ │ │ ├── 00755.jpg │ │ │ ├── 00756.jpg │ │ │ ├── 00757.jpg │ │ │ ├── 00758.jpg │ │ │ ├── 00759.jpg │ │ │ ├── 00760.jpg │ │ │ ├── 00761.jpg │ │ │ ├── 00762.jpg │ │ │ ├── 00763.jpg │ │ │ ├── 00764.jpg │ │ │ ├── 00765.jpg │ │ │ ├── 00766.jpg │ │ │ ├── 00767.jpg │ │ │ ├── 00768.jpg │ │ │ ├── 00769.jpg │ │ │ ├── 00770.jpg │ │ │ ├── 00771.jpg │ │ │ ├── 00772.jpg │ │ │ ├── 00773.jpg │ │ │ ├── 00774.jpg │ │ │ ├── 00775.jpg │ │ │ ├── 00776.jpg │ │ │ ├── 00777.jpg │ │ │ ├── 00778.jpg │ │ │ ├── 00779.jpg │ │ │ ├── 00780.jpg │ │ │ ├── 00781.jpg │ │ │ ├── 00782.jpg │ │ │ ├── 00783.jpg │ │ │ ├── 00784.jpg │ │ │ ├── 00785.jpg │ │ │ ├── 00786.jpg │ │ │ ├── 00787.jpg │ │ │ ├── 00788.jpg │ │ │ ├── 00789.jpg │ │ │ ├── 00790.jpg │ │ │ ├── 00791.jpg │ │ │ ├── 00792.jpg │ │ │ ├── 00793.jpg │ │ │ ├── 00794.jpg │ │ │ ├── 00795.jpg │ │ │ ├── 00796.jpg │ │ │ ├── 00797.jpg │ │ │ ├── 00798.jpg │ │ │ ├── 00799.jpg │ │ │ └── 00800.jpg │ │ └── train │ │ ├── Negative │ │ ├── 00001.jpg │ │ ├── 00002.jpg │ │ ├── 00003.jpg │ │ ├── 00004.jpg │ │ ├── 00005.jpg │ │ ├── 00006.jpg │ │ ├── 00007.jpg │ │ ├── 00008.jpg │ │ ├── 00009.jpg │ │ ├── 00010.jpg │ │ ├── 00011.jpg │ │ ├── 00012.jpg │ │ ├── 00013.jpg │ │ ├── 00014.jpg │ │ ├── 00015.jpg │ │ ├── 00016.jpg │ │ ├── 00017.jpg │ │ ├── 00018.jpg │ │ ├── 00019.jpg │ │ ├── 00020.jpg │ │ ├── 00021.jpg │ │ ├── 00022.jpg │ │ ├── 00023.jpg │ │ ├── 00024.jpg │ │ ├── 00025.jpg │ │ ├── 00026.jpg │ │ ├── 00027.jpg │ │ ├── 00028.jpg │ │ ├── 00029.jpg │ │ ├── 00030.jpg │ │ ├── 00031.jpg │ │ ├── 00032.jpg │ │ ├── 00033.jpg │ │ ├── 00034.jpg │ │ ├── 00035.jpg │ │ ├── 00036.jpg │ │ ├── 00037.jpg │ │ ├── 00038.jpg │ │ ├── 00039.jpg │ │ ├── 00040.jpg │ │ ├── 00041.jpg │ │ ├── 00042.jpg │ │ ├── 00043.jpg │ │ ├── 00044.jpg │ │ ├── 00045.jpg │ │ ├── 00046.jpg │ │ ├── 00047.jpg │ │ ├── 00048.jpg │ │ ├── 00049.jpg │ │ ├── 00050.jpg │ │ ├── 00051.jpg │ │ ├── 00052.jpg │ │ ├── 00053.jpg │ │ ├── 00054.jpg │ │ ├── 00055.jpg │ │ ├── 00056.jpg │ │ ├── 00057.jpg │ │ ├── 00058.jpg │ │ ├── 00059.jpg │ │ ├── 00060.jpg │ │ ├── 00061.jpg │ │ ├── 00062.jpg │ │ ├── 00063.jpg │ │ ├── 00064.jpg │ │ ├── 00065.jpg │ │ ├── 00066.jpg │ │ ├── 00067.jpg │ │ ├── 00068.jpg │ │ ├── 00069.jpg │ │ ├── 00070.jpg │ │ ├── 00071.jpg │ │ ├── 00072.jpg │ │ ├── 00073.jpg │ │ ├── 00074.jpg │ │ ├── 00075.jpg │ │ ├── 00076.jpg │ │ ├── 00077.jpg │ │ ├── 00078.jpg │ │ ├── 00079.jpg │ │ ├── 00080.jpg │ │ ├── 00081.jpg │ │ ├── 00082.jpg │ │ ├── 00083.jpg │ │ ├── 00084.jpg │ │ ├── 00085.jpg │ │ ├── 00086.jpg │ │ ├── 00087.jpg │ │ ├── 00088.jpg │ │ ├── 00089.jpg │ │ ├── 00090.jpg │ │ ├── 00091.jpg │ │ ├── 00092.jpg │ │ ├── 00093.jpg │ │ ├── 00094.jpg │ │ ├── 00095.jpg │ │ ├── 00096.jpg │ │ ├── 00097.jpg │ │ ├── 00098.jpg │ │ ├── 00099.jpg │ │ ├── 00100.jpg │ │ ├── 00101.jpg │ │ ├── 00102.jpg │ │ ├── 00103.jpg │ │ ├── 00104.jpg │ │ ├── 00105.jpg │ │ ├── 00106.jpg │ │ ├── 00107.jpg │ │ ├── 00108.jpg │ │ ├── 00109.jpg │ │ ├── 00110.jpg │ │ ├── 00111.jpg │ │ ├── 00112.jpg │ │ ├── 00113.jpg │ │ ├── 00114.jpg │ │ ├── 00115.jpg │ │ ├── 00116.jpg │ │ ├── 00117.jpg │ │ ├── 00118.jpg │ │ ├── 00119.jpg │ │ ├── 00120.jpg │ │ ├── 00121.jpg │ │ ├── 00122.jpg │ │ ├── 00123.jpg │ │ ├── 00124.jpg │ │ ├── 00125.jpg │ │ ├── 00126.jpg │ │ ├── 00127.jpg │ │ ├── 00128.jpg │ │ ├── 00129.jpg │ │ ├── 00130.jpg │ │ ├── 00131.jpg │ │ ├── 00132.jpg │ │ ├── 00133.jpg │ │ ├── 00134.jpg │ │ ├── 00135.jpg │ │ ├── 00136.jpg │ │ ├── 00137.jpg │ │ ├── 00138.jpg │ │ ├── 00139.jpg │ │ ├── 00140.jpg │ │ ├── 00141.jpg │ │ ├── 00142.jpg │ │ ├── 00143.jpg │ │ ├── 00144.jpg │ │ ├── 00145.jpg │ │ ├── 00146.jpg │ │ ├── 00147.jpg │ │ ├── 00148.jpg │ │ ├── 00149.jpg │ │ ├── 00150.jpg │ │ ├── 00151.jpg │ │ ├── 00152.jpg │ │ ├── 00153.jpg │ │ ├── 00154.jpg │ │ ├── 00155.jpg │ │ ├── 00156.jpg │ │ ├── 00157.jpg │ │ ├── 00158.jpg │ │ ├── 00159.jpg │ │ ├── 00160.jpg │ │ ├── 00161.jpg │ │ ├── 00162.jpg │ │ ├── 00163.jpg │ │ ├── 00164.jpg │ │ ├── 00165.jpg │ │ ├── 00166.jpg │ │ ├── 00167.jpg │ │ ├── 00168.jpg │ │ ├── 00169.jpg │ │ ├── 00170.jpg │ │ ├── 00171.jpg │ │ ├── 00172.jpg │ │ ├── 00173.jpg │ │ ├── 00174.jpg │ │ ├── 00175.jpg │ │ ├── 00176.jpg │ │ ├── 00177.jpg │ │ ├── 00178.jpg │ │ ├── 00179.jpg │ │ ├── 00180.jpg │ │ ├── 00181.jpg │ │ ├── 00182.jpg │ │ ├── 00183.jpg │ │ ├── 00184.jpg │ │ ├── 00185.jpg │ │ ├── 00186.jpg │ │ ├── 00187.jpg │ │ ├── 00188.jpg │ │ ├── 00189.jpg │ │ ├── 00190.jpg │ │ ├── 00191.jpg │ │ ├── 00192.jpg │ │ ├── 00193.jpg │ │ ├── 00194.jpg │ │ ├── 00195.jpg │ │ ├── 00196.jpg │ │ ├── 00197.jpg │ │ ├── 00198.jpg │ │ ├── 00199.jpg │ │ ├── 00200.jpg │ │ ├── 00201.jpg │ │ ├── 00202.jpg │ │ ├── 00203.jpg │ │ ├── 00204.jpg │ │ ├── 00205.jpg │ │ ├── 00206.jpg │ │ ├── 00207.jpg │ │ ├── 00208.jpg │ │ ├── 00209.jpg │ │ ├── 00210.jpg │ │ ├── 00211.jpg │ │ ├── 00212.jpg │ │ ├── 00213.jpg │ │ ├── 00214.jpg │ │ ├── 00215.jpg │ │ ├── 00216.jpg │ │ ├── 00217.jpg │ │ ├── 00218.jpg │ │ ├── 00219.jpg │ │ ├── 00220.jpg │ │ ├── 00221.jpg │ │ ├── 00222.jpg │ │ ├── 00223.jpg │ │ ├── 00224.jpg │ │ ├── 00225.jpg │ │ ├── 00226.jpg │ │ ├── 00227.jpg │ │ ├── 00228.jpg │ │ ├── 00229.jpg │ │ ├── 00230.jpg │ │ ├── 00231.jpg │ │ ├── 00232.jpg │ │ ├── 00233.jpg │ │ ├── 00234.jpg │ │ ├── 00235.jpg │ │ ├── 00236.jpg │ │ ├── 00237.jpg │ │ ├── 00238.jpg │ │ ├── 00239.jpg │ │ ├── 00240.jpg │ │ ├── 00241.jpg │ │ ├── 00242.jpg │ │ ├── 00243.jpg │ │ ├── 00244.jpg │ │ ├── 00245.jpg │ │ ├── 00246.jpg │ │ ├── 00247.jpg │ │ ├── 00248.jpg │ │ ├── 00249.jpg │ │ ├── 00250.jpg │ │ ├── 00251.jpg │ │ ├── 00252.jpg │ │ ├── 00253.jpg │ │ ├── 00254.jpg │ │ ├── 00255.jpg │ │ ├── 00256.jpg │ │ ├── 00257.jpg │ │ ├── 00258.jpg │ │ ├── 00259.jpg │ │ ├── 00260.jpg │ │ ├── 00261.jpg │ │ ├── 00262.jpg │ │ ├── 00263.jpg │ │ ├── 00264.jpg │ │ ├── 00265.jpg │ │ ├── 00266.jpg │ │ ├── 00267.jpg │ │ ├── 00268.jpg │ │ ├── 00269.jpg │ │ ├── 00270.jpg │ │ ├── 00271.jpg │ │ ├── 00272.jpg │ │ ├── 00273.jpg │ │ ├── 00274.jpg │ │ ├── 00275.jpg │ │ ├── 00276.jpg │ │ ├── 00277.jpg │ │ ├── 00278.jpg │ │ ├── 00279.jpg │ │ ├── 00280.jpg │ │ ├── 00281.jpg │ │ ├── 00282.jpg │ │ ├── 00283.jpg │ │ ├── 00284.jpg │ │ ├── 00285.jpg │ │ ├── 00286.jpg │ │ ├── 00287.jpg │ │ ├── 00288.jpg │ │ ├── 00289.jpg │ │ ├── 00290.jpg │ │ ├── 00291.jpg │ │ ├── 00292.jpg │ │ ├── 00293.jpg │ │ ├── 00294.jpg │ │ ├── 00295.jpg │ │ ├── 00296.jpg │ │ ├── 00297.jpg │ │ ├── 00298.jpg │ │ ├── 00299.jpg │ │ ├── 00300.jpg │ │ ├── 00301.jpg │ │ ├── 00302.jpg │ │ ├── 00303.jpg │ │ ├── 00304.jpg │ │ ├── 00305.jpg │ │ ├── 00306.jpg │ │ ├── 00307.jpg │ │ ├── 00308.jpg │ │ ├── 00309.jpg │ │ ├── 00310.jpg │ │ ├── 00311.jpg │ │ ├── 00312.jpg │ │ ├── 00313.jpg │ │ ├── 00314.jpg │ │ ├── 00315.jpg │ │ ├── 00316.jpg │ │ ├── 00317.jpg │ │ ├── 00318.jpg │ │ ├── 00319.jpg │ │ ├── 00320.jpg │ │ ├── 00321.jpg │ │ ├── 00322.jpg │ │ ├── 00323.jpg │ │ ├── 00324.jpg │ │ ├── 00325.jpg │ │ ├── 00326.jpg │ │ ├── 00327.jpg │ │ ├── 00328.jpg │ │ ├── 00329.jpg │ │ ├── 00330.jpg │ │ ├── 00331.jpg │ │ ├── 00332.jpg │ │ ├── 00333.jpg │ │ ├── 00334.jpg │ │ ├── 00335.jpg │ │ ├── 00336.jpg │ │ ├── 00337.jpg │ │ ├── 00338.jpg │ │ ├── 00339.jpg │ │ ├── 00340.jpg │ │ ├── 00341.jpg │ │ ├── 00342.jpg │ │ ├── 00343.jpg │ │ ├── 00344.jpg │ │ ├── 00345.jpg │ │ ├── 00346.jpg │ │ ├── 00347.jpg │ │ ├── 00348.jpg │ │ ├── 00349.jpg │ │ ├── 00350.jpg │ │ ├── 00351.jpg │ │ ├── 00352.jpg │ │ ├── 00353.jpg │ │ ├── 00354.jpg │ │ ├── 00355.jpg │ │ ├── 00356.jpg │ │ ├── 00357.jpg │ │ ├── 00358.jpg │ │ ├── 00359.jpg │ │ ├── 00360.jpg │ │ ├── 00361.jpg │ │ ├── 00362.jpg │ │ ├── 00363.jpg │ │ ├── 00364.jpg │ │ ├── 00365.jpg │ │ ├── 00366.jpg │ │ ├── 00367.jpg │ │ ├── 00368.jpg │ │ ├── 00369.jpg │ │ ├── 00370.jpg │ │ ├── 00371.jpg │ │ ├── 00372.jpg │ │ ├── 00373.jpg │ │ ├── 00374.jpg │ │ ├── 00375.jpg │ │ ├── 00376.jpg │ │ ├── 00377.jpg │ │ ├── 00378.jpg │ │ ├── 00379.jpg │ │ ├── 00380.jpg │ │ ├── 00381.jpg │ │ ├── 00382.jpg │ │ ├── 00383.jpg │ │ ├── 00384.jpg │ │ ├── 00385.jpg │ │ ├── 00386.jpg │ │ ├── 00387.jpg │ │ ├── 00388.jpg │ │ ├── 00389.jpg │ │ ├── 00390.jpg │ │ ├── 00391.jpg │ │ ├── 00392.jpg │ │ ├── 00393.jpg │ │ ├── 00394.jpg │ │ ├── 00395.jpg │ │ ├── 00396.jpg │ │ ├── 00397.jpg │ │ ├── 00398.jpg │ │ ├── 00399.jpg │ │ ├── 00400.jpg │ │ ├── 00401.jpg │ │ ├── 00402.jpg │ │ ├── 00403.jpg │ │ ├── 00404.jpg │ │ ├── 00405.jpg │ │ ├── 00406.jpg │ │ ├── 00407.jpg │ │ ├── 00408.jpg │ │ ├── 00409.jpg │ │ ├── 00410.jpg │ │ ├── 00411.jpg │ │ ├── 00412.jpg │ │ ├── 00413.jpg │ │ ├── 00414.jpg │ │ ├── 00415.jpg │ │ ├── 00416.jpg │ │ ├── 00417.jpg │ │ ├── 00418.jpg │ │ ├── 00419.jpg │ │ ├── 00420.jpg │ │ ├── 00421.jpg │ │ ├── 00422.jpg │ │ ├── 00423.jpg │ │ ├── 00424.jpg │ │ ├── 00425.jpg │ │ ├── 00426.jpg │ │ ├── 00427.jpg │ │ ├── 00428.jpg │ │ ├── 00429.jpg │ │ ├── 00430.jpg │ │ ├── 00431.jpg │ │ ├── 00432.jpg │ │ ├── 00433.jpg │ │ ├── 00434.jpg │ │ ├── 00435.jpg │ │ ├── 00436.jpg │ │ ├── 00437.jpg │ │ ├── 00438.jpg │ │ ├── 00439.jpg │ │ ├── 00440.jpg │ │ ├── 00441.jpg │ │ ├── 00442.jpg │ │ ├── 00443.jpg │ │ ├── 00444.jpg │ │ ├── 00445.jpg │ │ ├── 00446.jpg │ │ ├── 00447.jpg │ │ ├── 00448.jpg │ │ ├── 00449.jpg │ │ ├── 00450.jpg │ │ ├── 00451.jpg │ │ ├── 00452.jpg │ │ ├── 00453.jpg │ │ ├── 00454.jpg │ │ ├── 00455.jpg │ │ ├── 00456.jpg │ │ ├── 00457.jpg │ │ ├── 00458.jpg │ │ ├── 00459.jpg │ │ ├── 00460.jpg │ │ ├── 00461.jpg │ │ ├── 00462.jpg │ │ ├── 00463.jpg │ │ ├── 00464.jpg │ │ ├── 00465.jpg │ │ ├── 00466.jpg │ │ ├── 00467.jpg │ │ ├── 00468.jpg │ │ ├── 00469.jpg │ │ ├── 00470.jpg │ │ ├── 00471.jpg │ │ ├── 00472.jpg │ │ ├── 00473.jpg │ │ ├── 00474.jpg │ │ ├── 00475.jpg │ │ ├── 00476.jpg │ │ ├── 00477.jpg │ │ ├── 00478.jpg │ │ ├── 00479.jpg │ │ ├── 00480.jpg │ │ ├── 00481.jpg │ │ ├── 00482.jpg │ │ ├── 00483.jpg │ │ ├── 00484.jpg │ │ ├── 00485.jpg │ │ ├── 00486.jpg │ │ ├── 00487.jpg │ │ ├── 00488.jpg │ │ ├── 00489.jpg │ │ ├── 00490.jpg │ │ ├── 00491.jpg │ │ ├── 00492.jpg │ │ ├── 00493.jpg │ │ ├── 00494.jpg │ │ ├── 00495.jpg │ │ ├── 00496.jpg │ │ ├── 00497.jpg │ │ ├── 00498.jpg │ │ ├── 00499.jpg │ │ └── 00500.jpg │ │ └── Positive │ │ ├── 00001.jpg │ │ ├── 00002.jpg │ │ ├── 00003.jpg │ │ ├── 00004.jpg │ │ ├── 00005.jpg │ │ ├── 00006.jpg │ │ ├── 00007.jpg │ │ ├── 00008.jpg │ │ ├── 00009.jpg │ │ ├── 00010.jpg │ │ ├── 00011.jpg │ │ ├── 00012.jpg │ │ ├── 00013.jpg │ │ ├── 00014.jpg │ │ ├── 00015.jpg │ │ ├── 00016.jpg │ │ ├── 00017.jpg │ │ ├── 00018.jpg │ │ ├── 00019.jpg │ │ ├── 00020.jpg │ │ ├── 00021.jpg │ │ ├── 00022.jpg │ │ ├── 00023.jpg │ │ ├── 00024.jpg │ │ ├── 00025.jpg │ │ ├── 00026.jpg │ │ ├── 00027.jpg │ │ ├── 00028.jpg │ │ ├── 00029.jpg │ │ ├── 00030.jpg │ │ ├── 00031.jpg │ │ ├── 00032.jpg │ │ ├── 00033.jpg │ │ ├── 00034.jpg │ │ ├── 00035.jpg │ │ ├── 00036.jpg │ │ ├── 00037.jpg │ │ ├── 00038.jpg │ │ ├── 00039.jpg │ │ ├── 00040.jpg │ │ ├── 00041.jpg │ │ ├── 00042.jpg │ │ ├── 00043.jpg │ │ ├── 00044.jpg │ │ ├── 00045.jpg │ │ ├── 00046.jpg │ │ ├── 00047.jpg │ │ ├── 00048.jpg │ │ ├── 00049.jpg │ │ ├── 00050.jpg │ │ ├── 00051.jpg │ │ ├── 00052.jpg │ │ ├── 00053.jpg │ │ ├── 00054.jpg │ │ ├── 00055.jpg │ │ ├── 00056.jpg │ │ ├── 00057.jpg │ │ ├── 00058.jpg │ │ ├── 00059.jpg │ │ ├── 00060.jpg │ │ ├── 00061.jpg │ │ ├── 00062.jpg │ │ ├── 00063.jpg │ │ ├── 00064.jpg │ │ ├── 00065.jpg │ │ ├── 00066.jpg │ │ ├── 00067.jpg │ │ ├── 00068.jpg │ │ ├── 00069.jpg │ │ ├── 00070.jpg │ │ ├── 00071.jpg │ │ ├── 00072.jpg │ │ ├── 00073.jpg │ │ ├── 00074.jpg │ │ ├── 00075.jpg │ │ ├── 00076.jpg │ │ ├── 00077.jpg │ │ ├── 00078.jpg │ │ ├── 00079.jpg │ │ ├── 00080.jpg │ │ ├── 00081.jpg │ │ ├── 00082.jpg │ │ ├── 00083.jpg │ │ ├── 00084.jpg │ │ ├── 00085.jpg │ │ ├── 00086.jpg │ │ ├── 00087.jpg │ │ ├── 00088.jpg │ │ ├── 00089.jpg │ │ ├── 00090.jpg │ │ ├── 00091.jpg │ │ ├── 00092.jpg │ │ ├── 00093.jpg │ │ ├── 00094.jpg │ │ ├── 00095.jpg │ │ ├── 00096.jpg │ │ ├── 00097.jpg │ │ ├── 00098.jpg │ │ ├── 00099.jpg │ │ ├── 00100.jpg │ │ ├── 00101.jpg │ │ ├── 00102.jpg │ │ ├── 00103.jpg │ │ ├── 00104.jpg │ │ ├── 00105.jpg │ │ ├── 00106.jpg │ │ ├── 00107.jpg │ │ ├── 00108.jpg │ │ ├── 00109.jpg │ │ ├── 00110.jpg │ │ ├── 00111.jpg │ │ ├── 00112.jpg │ │ ├── 00113.jpg │ │ ├── 00114.jpg │ │ ├── 00115.jpg │ │ ├── 00116.jpg │ │ ├── 00117.jpg │ │ ├── 00118.jpg │ │ ├── 00119.jpg │ │ ├── 00120.jpg │ │ ├── 00121.jpg │ │ ├── 00122.jpg │ │ ├── 00123.jpg │ │ ├── 00124.jpg │ │ ├── 00125.jpg │ │ ├── 00126.jpg │ │ ├── 00127.jpg │ │ ├── 00128.jpg │ │ ├── 00129.jpg │ │ ├── 00130.jpg │ │ ├── 00131.jpg │ │ ├── 00132.jpg │ │ ├── 00133.jpg │ │ ├── 00134.jpg │ │ ├── 00135.jpg │ │ ├── 00136.jpg │ │ ├── 00137.jpg │ │ ├── 00138.jpg │ │ ├── 00139.jpg │ │ ├── 00140.jpg │ │ ├── 00141.jpg │ │ ├── 00142.jpg │ │ ├── 00143.jpg │ │ ├── 00144.jpg │ │ ├── 00145.jpg │ │ ├── 00146.jpg │ │ ├── 00147.jpg │ │ ├── 00148.jpg │ │ ├── 00149.jpg │ │ ├── 00150.jpg │ │ ├── 00151.jpg │ │ ├── 00152.jpg │ │ ├── 00153.jpg │ │ ├── 00154.jpg │ │ ├── 00155.jpg │ │ ├── 00156.jpg │ │ ├── 00157.jpg │ │ ├── 00158.jpg │ │ ├── 00159.jpg │ │ ├── 00160.jpg │ │ ├── 00161.jpg │ │ ├── 00162.jpg │ │ ├── 00163.jpg │ │ ├── 00164.jpg │ │ ├── 00165.jpg │ │ ├── 00166.jpg │ │ ├── 00167.jpg │ │ ├── 00168.jpg │ │ ├── 00169.jpg │ │ ├── 00170.jpg │ │ ├── 00171.jpg │ │ ├── 00172.jpg │ │ ├── 00173.jpg │ │ ├── 00174.jpg │ │ ├── 00175.jpg │ │ ├── 00176.jpg │ │ ├── 00177.jpg │ │ ├── 00178.jpg │ │ ├── 00179.jpg │ │ ├── 00180.jpg │ │ ├── 00181.jpg │ │ ├── 00182.jpg │ │ ├── 00183.jpg │ │ ├── 00184.jpg │ │ ├── 00185.jpg │ │ ├── 00186.jpg │ │ ├── 00187.jpg │ │ ├── 00188.jpg │ │ ├── 00189.jpg │ │ ├── 00190.jpg │ │ ├── 00191.jpg │ │ ├── 00192.jpg │ │ ├── 00193.jpg │ │ ├── 00194.jpg │ │ ├── 00195.jpg │ │ ├── 00196.jpg │ │ ├── 00197.jpg │ │ ├── 00198.jpg │ │ ├── 00199.jpg │ │ ├── 00200.jpg │ │ ├── 00201.jpg │ │ ├── 00202.jpg │ │ ├── 00203.jpg │ │ ├── 00204.jpg │ │ ├── 00205.jpg │ │ ├── 00206.jpg │ │ ├── 00207.jpg │ │ ├── 00208.jpg │ │ ├── 00209.jpg │ │ ├── 00210.jpg │ │ ├── 00211.jpg │ │ ├── 00212.jpg │ │ ├── 00213.jpg │ │ ├── 00214.jpg │ │ ├── 00215.jpg │ │ ├── 00216.jpg │ │ ├── 00217.jpg │ │ ├── 00218.jpg │ │ ├── 00219.jpg │ │ ├── 00220.jpg │ │ ├── 00221.jpg │ │ ├── 00222.jpg │ │ ├── 00223.jpg │ │ ├── 00224.jpg │ │ ├── 00225.jpg │ │ ├── 00226.jpg │ │ ├── 00227.jpg │ │ ├── 00228.jpg │ │ ├── 00229.jpg │ │ ├── 00230.jpg │ │ ├── 00231.jpg │ │ ├── 00232.jpg │ │ ├── 00233.jpg │ │ ├── 00234.jpg │ │ ├── 00235.jpg │ │ ├── 00236.jpg │ │ ├── 00237.jpg │ │ ├── 00238.jpg │ │ ├── 00239.jpg │ │ ├── 00240.jpg │ │ ├── 00241.jpg │ │ ├── 00242.jpg │ │ ├── 00243.jpg │ │ ├── 00244.jpg │ │ ├── 00245.jpg │ │ ├── 00246.jpg │ │ ├── 00247.jpg │ │ ├── 00248.jpg │ │ ├── 00249.jpg │ │ ├── 00250.jpg │ │ ├── 00251.jpg │ │ ├── 00252.jpg │ │ ├── 00253.jpg │ │ ├── 00254.jpg │ │ ├── 00255.jpg │ │ ├── 00256.jpg │ │ ├── 00257.jpg │ │ ├── 00258.jpg │ │ ├── 00259.jpg │ │ ├── 00260.jpg │ │ ├── 00261.jpg │ │ ├── 00262.jpg │ │ ├── 00263.jpg │ │ ├── 00264.jpg │ │ ├── 00265.jpg │ │ ├── 00266.jpg │ │ ├── 00267.jpg │ │ ├── 00268.jpg │ │ ├── 00269.jpg │ │ ├── 00270.jpg │ │ ├── 00271.jpg │ │ ├── 00272.jpg │ │ ├── 00273.jpg │ │ ├── 00274.jpg │ │ ├── 00275.jpg │ │ ├── 00276.jpg │ │ ├── 00277.jpg │ │ ├── 00278.jpg │ │ ├── 00279.jpg │ │ ├── 00280.jpg │ │ ├── 00281.jpg │ │ ├── 00282.jpg │ │ ├── 00283.jpg │ │ ├── 00284.jpg │ │ ├── 00285.jpg │ │ ├── 00286.jpg │ │ ├── 00287.jpg │ │ ├── 00288.jpg │ │ ├── 00289.jpg │ │ ├── 00290.jpg │ │ ├── 00291.jpg │ │ ├── 00292.jpg │ │ ├── 00293.jpg │ │ ├── 00294.jpg │ │ ├── 00295.jpg │ │ ├── 00296.jpg │ │ ├── 00297.jpg │ │ ├── 00298.jpg │ │ ├── 00299.jpg │ │ ├── 00300.jpg │ │ ├── 00301.jpg │ │ ├── 00302.jpg │ │ ├── 00303.jpg │ │ ├── 00304.jpg │ │ ├── 00305.jpg │ │ ├── 00306.jpg │ │ ├── 00307.jpg │ │ ├── 00308.jpg │ │ ├── 00309.jpg │ │ ├── 00310.jpg │ │ ├── 00311.jpg │ │ ├── 00312.jpg │ │ ├── 00313.jpg │ │ ├── 00314.jpg │ │ ├── 00315.jpg │ │ ├── 00316.jpg │ │ ├── 00317.jpg │ │ ├── 00318.jpg │ │ ├── 00319.jpg │ │ ├── 00320.jpg │ │ ├── 00321.jpg │ │ ├── 00322.jpg │ │ ├── 00323.jpg │ │ ├── 00324.jpg │ │ ├── 00325.jpg │ │ ├── 00326.jpg │ │ ├── 00327.jpg │ │ ├── 00328.jpg │ │ ├── 00329.jpg │ │ ├── 00330.jpg │ │ ├── 00331.jpg │ │ ├── 00332.jpg │ │ ├── 00333.jpg │ │ ├── 00334.jpg │ │ ├── 00335.jpg │ │ ├── 00336.jpg │ │ ├── 00337.jpg │ │ ├── 00338.jpg │ │ ├── 00339.jpg │ │ ├── 00340.jpg │ │ ├── 00341.jpg │ │ ├── 00342.jpg │ │ ├── 00343.jpg │ │ ├── 00344.jpg │ │ ├── 00345.jpg │ │ ├── 00346.jpg │ │ ├── 00347.jpg │ │ ├── 00348.jpg │ │ ├── 00349.jpg │ │ ├── 00350.jpg │ │ ├── 00351.jpg │ │ ├── 00352.jpg │ │ ├── 00353.jpg │ │ ├── 00354.jpg │ │ ├── 00355.jpg │ │ ├── 00356.jpg │ │ ├── 00357.jpg │ │ ├── 00358.jpg │ │ ├── 00359.jpg │ │ ├── 00360.jpg │ │ ├── 00361.jpg │ │ ├── 00362.jpg │ │ ├── 00363.jpg │ │ ├── 00364.jpg │ │ ├── 00365.jpg │ │ ├── 00366.jpg │ │ ├── 00367.jpg │ │ ├── 00368.jpg │ │ ├── 00369.jpg │ │ ├── 00370.jpg │ │ ├── 00371.jpg │ │ ├── 00372.jpg │ │ ├── 00373.jpg │ │ ├── 00374.jpg │ │ ├── 00375.jpg │ │ ├── 00376.jpg │ │ ├── 00377.jpg │ │ ├── 00378.jpg │ │ ├── 00379.jpg │ │ ├── 00380.jpg │ │ ├── 00381.jpg │ │ ├── 00382.jpg │ │ ├── 00383.jpg │ │ ├── 00384.jpg │ │ ├── 00385.jpg │ │ ├── 00386.jpg │ │ ├── 00387.jpg │ │ ├── 00388.jpg │ │ ├── 00389.jpg │ │ ├── 00390.jpg │ │ ├── 00391.jpg │ │ ├── 00392.jpg │ │ ├── 00393.jpg │ │ ├── 00394.jpg │ │ ├── 00395.jpg │ │ ├── 00396.jpg │ │ ├── 00397.jpg │ │ ├── 00398.jpg │ │ ├── 00399.jpg │ │ ├── 00400.jpg │ │ ├── 00401.jpg │ │ ├── 00402.jpg │ │ ├── 00403.jpg │ │ ├── 00404.jpg │ │ ├── 00405.jpg │ │ ├── 00406.jpg │ │ ├── 00407.jpg │ │ ├── 00408.jpg │ │ ├── 00409.jpg │ │ ├── 00410.jpg │ │ ├── 00411.jpg │ │ ├── 00412.jpg │ │ ├── 00413.jpg │ │ ├── 00414.jpg │ │ ├── 00415.jpg │ │ ├── 00416.jpg │ │ ├── 00417.jpg │ │ ├── 00418.jpg │ │ ├── 00419.jpg │ │ ├── 00420.jpg │ │ ├── 00421.jpg │ │ ├── 00422.jpg │ │ ├── 00423.jpg │ │ ├── 00424.jpg │ │ ├── 00425.jpg │ │ ├── 00426.jpg │ │ ├── 00427.jpg │ │ ├── 00428.jpg │ │ ├── 00429.jpg │ │ ├── 00430.jpg │ │ ├── 00431.jpg │ │ ├── 00432.jpg │ │ ├── 00433.jpg │ │ ├── 00434.jpg │ │ ├── 00435.jpg │ │ ├── 00436.jpg │ │ ├── 00437.jpg │ │ ├── 00438.jpg │ │ ├── 00439.jpg │ │ ├── 00440.jpg │ │ ├── 00441.jpg │ │ ├── 00442.jpg │ │ ├── 00443.jpg │ │ ├── 00444.jpg │ │ ├── 00445.jpg │ │ ├── 00446.jpg │ │ ├── 00447.jpg │ │ ├── 00448.jpg │ │ ├── 00449.jpg │ │ ├── 00450.jpg │ │ ├── 00451.jpg │ │ ├── 00452.jpg │ │ ├── 00453.jpg │ │ ├── 00454.jpg │ │ ├── 00455.jpg │ │ ├── 00456.jpg │ │ ├── 00457.jpg │ │ ├── 00458.jpg │ │ ├── 00459.jpg │ │ ├── 00460.jpg │ │ ├── 00461.jpg │ │ ├── 00462.jpg │ │ ├── 00463.jpg │ │ ├── 00464.jpg │ │ ├── 00465.jpg │ │ ├── 00466.jpg │ │ ├── 00467.jpg │ │ ├── 00468.jpg │ │ ├── 00469.jpg │ │ ├── 00470.jpg │ │ ├── 00471.jpg │ │ ├── 00472.jpg │ │ ├── 00473.jpg │ │ ├── 00474.jpg │ │ ├── 00475.jpg │ │ ├── 00476.jpg │ │ ├── 00477.jpg │ │ ├── 00478.jpg │ │ ├── 00479.jpg │ │ ├── 00480.jpg │ │ ├── 00481.jpg │ │ ├── 00482.jpg │ │ ├── 00483.jpg │ │ ├── 00484.jpg │ │ ├── 00485.jpg │ │ ├── 00486.jpg │ │ ├── 00487.jpg │ │ ├── 00488.jpg │ │ ├── 00489.jpg │ │ ├── 00490.jpg │ │ ├── 00491.jpg │ │ ├── 00492.jpg │ │ ├── 00493.jpg │ │ ├── 00494.jpg │ │ ├── 00495.jpg │ │ ├── 00496.jpg │ │ ├── 00497.jpg │ │ ├── 00498.jpg │ │ ├── 00499.jpg │ │ └── 00500.jpg ├── CNN_ImagePreprocessing.pdf ├── CNN_LayerCalculations.pdf ├── ImagePreprocessing_end.py ├── ImagePreprocessing_start.py ├── LayerCalculations_end.py ├── LayerCalculations_start.py ├── MulticlassClassification │ ├── Cnn_MulticlassClassification_end.py │ ├── Cnn_MulticlassClassification_start.py │ ├── DataPrep.py │ ├── test │ │ ├── affenpinscher │ │ │ ├── affenpinscher_0.jpg │ │ │ ├── affenpinscher_1.jpg │ │ │ ├── affenpinscher_10.jpg │ │ │ ├── affenpinscher_11.jpg │ │ │ ├── affenpinscher_12.jpg │ │ │ ├── affenpinscher_13.jpg │ │ │ ├── affenpinscher_14.jpg │ │ │ ├── affenpinscher_15.jpg │ │ │ ├── affenpinscher_16.jpg │ │ │ ├── affenpinscher_17.jpg │ │ │ ├── affenpinscher_18.jpg │ │ │ ├── affenpinscher_19.jpg │ │ │ ├── affenpinscher_2.jpg │ │ │ ├── affenpinscher_3.jpg │ │ │ ├── affenpinscher_4.jpg │ │ │ ├── affenpinscher_5.jpg │ │ │ ├── affenpinscher_6.jpg │ │ │ ├── affenpinscher_7.jpg │ │ │ ├── affenpinscher_8.jpg │ │ │ └── affenpinscher_9.jpg │ │ ├── akita │ │ │ ├── akita_0.jpg │ │ │ ├── akita_1.jpg │ │ │ ├── akita_10.jpg │ │ │ ├── akita_11.jpg │ │ │ ├── akita_12.jpg │ │ │ ├── akita_13.jpg │ │ │ ├── akita_14.jpg │ │ │ ├── akita_15.jpg │ │ │ ├── akita_16.jpg │ │ │ ├── akita_17.jpg │ │ │ ├── akita_18.jpg │ │ │ ├── akita_19.jpg │ │ │ ├── akita_2.jpg │ │ │ ├── akita_3.jpg │ │ │ ├── akita_4.jpg │ │ │ ├── akita_5.jpg │ │ │ ├── akita_6.jpg │ │ │ ├── akita_7.jpg │ │ │ ├── akita_8.jpg │ │ │ └── akita_9.jpg │ │ └── corgi │ │ │ ├── corgi_0.jpg │ │ │ ├── corgi_1.jpg │ │ │ ├── corgi_10.jpg │ │ │ ├── corgi_11.jpg │ │ │ ├── corgi_12.jpg │ │ │ ├── corgi_13.jpg │ │ │ ├── corgi_14.jpg │ │ │ ├── corgi_15.jpg │ │ │ ├── corgi_16.jpg │ │ │ ├── corgi_17.jpg │ │ │ ├── corgi_18.jpg │ │ │ ├── corgi_19.jpg │ │ │ ├── corgi_2.jpg │ │ │ ├── corgi_3.jpg │ │ │ ├── corgi_4.jpg │ │ │ ├── corgi_5.jpg │ │ │ ├── corgi_6.jpg │ │ │ ├── corgi_7.jpg │ │ │ ├── corgi_8.jpg │ │ │ └── corgi_9.jpg │ └── train │ │ ├── affenpinscher │ │ ├── affenpinscher_0.jpg │ │ ├── affenpinscher_1.jpg │ │ ├── affenpinscher_10.jpg │ │ ├── affenpinscher_11.jpg │ │ ├── affenpinscher_12.jpg │ │ ├── affenpinscher_13.jpg │ │ ├── affenpinscher_14.jpg │ │ ├── affenpinscher_15.jpg │ │ ├── affenpinscher_16.jpg │ │ ├── affenpinscher_17.jpg │ │ ├── affenpinscher_18.jpg │ │ ├── affenpinscher_19.jpg │ │ ├── affenpinscher_2.jpg │ │ ├── affenpinscher_20.jpg │ │ ├── affenpinscher_21.jpg │ │ ├── affenpinscher_22.jpg │ │ ├── affenpinscher_23.jpg │ │ ├── affenpinscher_24.jpg │ │ ├── affenpinscher_25.jpg │ │ ├── affenpinscher_26.jpg │ │ ├── affenpinscher_27.jpg │ │ ├── affenpinscher_28.jpg │ │ ├── affenpinscher_29.jpg │ │ ├── affenpinscher_3.jpg │ │ ├── affenpinscher_30.jpg │ │ ├── affenpinscher_31.jpg │ │ ├── affenpinscher_32.jpg │ │ ├── affenpinscher_33.jpg │ │ ├── affenpinscher_34.jpg │ │ ├── affenpinscher_35.jpg │ │ ├── affenpinscher_36.jpg │ │ ├── affenpinscher_37.jpg │ │ ├── affenpinscher_38.jpg │ │ ├── affenpinscher_39.jpg │ │ ├── affenpinscher_4.jpg │ │ ├── affenpinscher_40.jpg │ │ ├── affenpinscher_41.jpg │ │ ├── affenpinscher_42.jpg │ │ ├── affenpinscher_43.jpg │ │ ├── affenpinscher_44.jpg │ │ ├── affenpinscher_45.jpg │ │ ├── affenpinscher_46.jpg │ │ ├── affenpinscher_47.jpg │ │ ├── affenpinscher_48.jpg │ │ ├── affenpinscher_49.jpg │ │ ├── affenpinscher_5.jpg │ │ ├── affenpinscher_50.jpg │ │ ├── affenpinscher_51.jpg │ │ ├── affenpinscher_52.jpg │ │ ├── affenpinscher_53.jpg │ │ ├── affenpinscher_54.jpg │ │ ├── affenpinscher_55.jpg │ │ ├── affenpinscher_56.jpg │ │ ├── affenpinscher_57.jpg │ │ ├── affenpinscher_58.jpg │ │ ├── affenpinscher_59.jpg │ │ ├── affenpinscher_6.jpg │ │ ├── affenpinscher_60.jpg │ │ ├── affenpinscher_61.jpg │ │ ├── affenpinscher_62.jpg │ │ ├── affenpinscher_63.jpg │ │ ├── affenpinscher_64.jpg │ │ ├── affenpinscher_65.jpg │ │ ├── affenpinscher_66.jpg │ │ ├── affenpinscher_67.jpg │ │ ├── affenpinscher_68.jpg │ │ ├── affenpinscher_69.jpg │ │ ├── affenpinscher_7.jpg │ │ ├── affenpinscher_70.jpg │ │ ├── affenpinscher_71.jpg │ │ ├── affenpinscher_72.jpg │ │ ├── affenpinscher_73.jpg │ │ ├── affenpinscher_74.jpg │ │ ├── affenpinscher_75.jpg │ │ ├── affenpinscher_76.jpg │ │ ├── affenpinscher_77.jpg │ │ ├── affenpinscher_78.jpg │ │ ├── affenpinscher_79.jpg │ │ ├── affenpinscher_8.jpg │ │ ├── affenpinscher_80.jpg │ │ ├── affenpinscher_81.jpg │ │ ├── affenpinscher_82.jpg │ │ ├── affenpinscher_83.jpg │ │ ├── affenpinscher_84.jpg │ │ ├── affenpinscher_85.jpg │ │ ├── affenpinscher_86.jpg │ │ ├── affenpinscher_87.jpg │ │ ├── affenpinscher_88.jpg │ │ ├── affenpinscher_89.jpg │ │ ├── affenpinscher_9.jpg │ │ ├── affenpinscher_90.jpg │ │ ├── affenpinscher_91.jpg │ │ ├── affenpinscher_92.jpg │ │ ├── affenpinscher_93.jpg │ │ ├── affenpinscher_94.jpg │ │ ├── affenpinscher_95.jpg │ │ ├── affenpinscher_96.jpg │ │ ├── affenpinscher_97.jpg │ │ ├── affenpinscher_98.jpg │ │ └── affenpinscher_99.jpg │ │ ├── akita │ │ ├── akita_0.jpg │ │ ├── akita_1.jpg │ │ ├── akita_10.jpg │ │ ├── akita_11.jpg │ │ ├── akita_12.jpg │ │ ├── akita_13.jpg │ │ ├── akita_14.jpg │ │ ├── akita_15.jpg │ │ ├── akita_16.jpg │ │ ├── akita_17.jpg │ │ ├── akita_18.jpg │ │ ├── akita_19.jpg │ │ ├── akita_2.jpg │ │ ├── akita_20.jpg │ │ ├── akita_21.jpg │ │ ├── akita_22.jpg │ │ ├── akita_23.jpg │ │ ├── akita_24.jpg │ │ ├── akita_25.jpg │ │ ├── akita_26.jpg │ │ ├── akita_27.jpg │ │ ├── akita_28.jpg │ │ ├── akita_29.jpg │ │ ├── akita_3.jpg │ │ ├── akita_30.jpg │ │ ├── akita_31.jpg │ │ ├── akita_32.jpg │ │ ├── akita_33.jpg │ │ ├── akita_34.jpg │ │ ├── akita_35.jpg │ │ ├── akita_36.jpg │ │ ├── akita_37.jpg │ │ ├── akita_38.jpg │ │ ├── akita_39.jpg │ │ ├── akita_4.jpg │ │ ├── akita_40.jpg │ │ ├── akita_41.jpg │ │ ├── akita_42.jpg │ │ ├── akita_43.jpg │ │ ├── akita_44.jpg │ │ ├── akita_45.jpg │ │ ├── akita_46.jpg │ │ ├── akita_47.jpg │ │ ├── akita_48.jpg │ │ ├── akita_49.jpg │ │ ├── akita_5.jpg │ │ ├── akita_50.jpg │ │ ├── akita_51.jpg │ │ ├── akita_52.jpg │ │ ├── akita_53.jpg │ │ ├── akita_54.jpg │ │ ├── akita_55.jpg │ │ ├── akita_56.jpg │ │ ├── akita_57.jpg │ │ ├── akita_58.jpg │ │ ├── akita_59.jpg │ │ ├── akita_6.jpg │ │ ├── akita_60.jpg │ │ ├── akita_61.jpg │ │ ├── akita_62.jpg │ │ ├── akita_63.jpg │ │ ├── akita_64.jpg │ │ ├── akita_65.jpg │ │ ├── akita_66.jpg │ │ ├── akita_67.jpg │ │ ├── akita_68.jpg │ │ ├── akita_69.jpg │ │ ├── akita_7.jpg │ │ ├── akita_70.jpg │ │ ├── akita_71.jpg │ │ ├── akita_72.jpg │ │ ├── akita_73.jpg │ │ ├── akita_74.jpg │ │ ├── akita_75.jpg │ │ ├── akita_76.jpg │ │ ├── akita_77.jpg │ │ ├── akita_78.jpg │ │ ├── akita_79.jpg │ │ ├── akita_8.jpg │ │ ├── akita_80.jpg │ │ ├── akita_81.jpg │ │ ├── akita_82.jpg │ │ ├── akita_83.jpg │ │ ├── akita_84.jpg │ │ ├── akita_85.jpg │ │ ├── akita_86.jpg │ │ ├── akita_87.jpg │ │ ├── akita_88.jpg │ │ ├── akita_89.jpg │ │ ├── akita_9.jpg │ │ ├── akita_90.jpg │ │ ├── akita_91.jpg │ │ ├── akita_92.jpg │ │ ├── akita_93.jpg │ │ ├── akita_94.jpg │ │ ├── akita_95.jpg │ │ ├── akita_96.jpg │ │ ├── akita_97.jpg │ │ ├── akita_98.jpg │ │ └── akita_99.jpg │ │ └── corgi │ │ ├── corgi_0.jpg │ │ ├── corgi_1.jpg │ │ ├── corgi_10.jpg │ │ ├── corgi_11.jpg │ │ ├── corgi_12.jpg │ │ ├── corgi_13.jpg │ │ ├── corgi_14.jpg │ │ ├── corgi_15.jpg │ │ ├── corgi_16.jpg │ │ ├── corgi_17.jpg │ │ ├── corgi_18.jpg │ │ ├── corgi_19.jpg │ │ ├── corgi_2.jpg │ │ ├── corgi_20.jpg │ │ ├── corgi_21.jpg │ │ ├── corgi_22.jpg │ │ ├── corgi_23.jpg │ │ ├── corgi_24.jpg │ │ ├── corgi_25.jpg │ │ ├── corgi_26.jpg │ │ ├── corgi_27.jpg │ │ ├── corgi_28.jpg │ │ ├── corgi_29.jpg │ │ ├── corgi_3.jpg │ │ ├── corgi_30.jpg │ │ ├── corgi_31.jpg │ │ ├── corgi_32.jpg │ │ ├── corgi_33.jpg │ │ ├── corgi_34.jpg │ │ ├── corgi_35.jpg │ │ ├── corgi_36.jpg │ │ ├── corgi_37.jpg │ │ ├── corgi_38.jpg │ │ ├── corgi_39.jpg │ │ ├── corgi_4.jpg │ │ ├── corgi_40.jpg │ │ ├── corgi_41.jpg │ │ ├── corgi_42.jpg │ │ ├── corgi_43.jpg │ │ ├── corgi_44.jpg │ │ ├── corgi_45.jpg │ │ ├── corgi_46.jpg │ │ ├── corgi_47.jpg │ │ ├── corgi_48.jpg │ │ ├── corgi_49.jpg │ │ ├── corgi_5.jpg │ │ ├── corgi_50.jpg │ │ ├── corgi_51.jpg │ │ ├── corgi_52.jpg │ │ ├── corgi_53.jpg │ │ ├── corgi_54.jpg │ │ ├── corgi_55.jpg │ │ ├── corgi_56.jpg │ │ ├── corgi_57.jpg │ │ ├── corgi_58.jpg │ │ ├── corgi_59.jpg │ │ ├── corgi_6.jpg │ │ ├── corgi_60.jpg │ │ ├── corgi_61.jpg │ │ ├── corgi_62.jpg │ │ ├── corgi_63.jpg │ │ ├── corgi_64.jpg │ │ ├── corgi_65.jpg │ │ ├── corgi_66.jpg │ │ ├── corgi_67.jpg │ │ ├── corgi_68.jpg │ │ ├── corgi_69.jpg │ │ ├── corgi_7.jpg │ │ ├── corgi_70.jpg │ │ ├── corgi_71.jpg │ │ ├── corgi_72.jpg │ │ ├── corgi_73.jpg │ │ ├── corgi_74.jpg │ │ ├── corgi_75.jpg │ │ ├── corgi_76.jpg │ │ ├── corgi_77.jpg │ │ ├── corgi_78.jpg │ │ ├── corgi_79.jpg │ │ ├── corgi_8.jpg │ │ ├── corgi_80.jpg │ │ ├── corgi_81.jpg │ │ ├── corgi_82.jpg │ │ ├── corgi_83.jpg │ │ ├── corgi_84.jpg │ │ ├── corgi_85.jpg │ │ ├── corgi_86.jpg │ │ ├── corgi_87.jpg │ │ ├── corgi_88.jpg │ │ ├── corgi_89.jpg │ │ ├── corgi_9.jpg │ │ ├── corgi_90.jpg │ │ ├── corgi_91.jpg │ │ ├── corgi_92.jpg │ │ ├── corgi_93.jpg │ │ ├── corgi_94.jpg │ │ ├── corgi_95.jpg │ │ ├── corgi_96.jpg │ │ ├── corgi_97.jpg │ │ ├── corgi_98.jpg │ │ └── corgi_99.jpg └── kiki.jpg ├── 065_AudioClassification ├── AudioClassification_101.pdf └── AudioClassification_Capstone.pdf ├── 065_CNN_AudioClassification ├── data_prep.py ├── eda.py ├── modeling.py └── plot_audio.py ├── 070_CNN_ObjectDetection ├── ObjectDetection.py ├── ObjectDetection_AccuracyMetrics.pdf ├── ObjectDetection_Intro.pdf ├── images │ ├── apple_1.jpg │ ├── apple_10.jpg │ ├── apple_11.jpg │ ├── apple_12.jpg │ ├── apple_13.jpg │ ├── apple_14.jpg │ ├── apple_15.jpg │ ├── apple_16.jpg │ ├── apple_17.jpg │ ├── apple_18.jpg │ ├── apple_19.jpg │ ├── apple_2.jpg │ ├── apple_20.jpg │ ├── apple_21.jpg │ ├── apple_22.jpg │ ├── apple_23.jpg │ ├── apple_24.jpg │ ├── apple_25.jpg │ ├── apple_26.jpg │ ├── apple_27.jpg │ ├── apple_28.jpg │ ├── apple_29.jpg │ ├── apple_3.jpg │ ├── apple_30.jpg │ ├── apple_31.jpg │ ├── apple_32.jpg │ ├── apple_33.jpg │ ├── apple_35.jpg │ ├── apple_36.jpg │ ├── apple_37.jpg │ ├── apple_38.jpg │ ├── apple_39.jpg │ ├── apple_4.jpg │ ├── apple_40.jpg │ ├── apple_41.jpg │ ├── apple_42.jpg │ ├── apple_43.jpg │ ├── apple_44.jpg │ ├── apple_45.jpg │ ├── apple_46.jpg │ ├── apple_47.jpg │ ├── apple_48.jpg │ ├── apple_49.jpg │ ├── apple_5.jpg │ ├── apple_50.jpg │ ├── apple_51.jpg │ ├── apple_52.jpg │ ├── apple_53.jpg │ ├── apple_54.jpg │ ├── apple_55.jpg │ ├── apple_56.jpg │ ├── apple_57.jpg │ ├── apple_58.jpg │ ├── apple_59.jpg │ ├── apple_6.jpg │ ├── apple_60.jpg │ ├── apple_61.jpg │ ├── apple_62.jpg │ ├── apple_63.jpg │ ├── apple_64.jpg │ ├── apple_65.jpg │ ├── apple_66.jpg │ ├── apple_67.jpg │ ├── apple_68.jpg │ ├── apple_69.jpg │ ├── apple_7.jpg │ ├── apple_70.jpg │ ├── apple_71.jpg │ ├── apple_72.jpg │ ├── apple_73.jpg │ ├── apple_74.jpg │ ├── apple_75.jpg │ ├── apple_76.jpg │ ├── apple_77.jpg │ ├── apple_78.jpg │ ├── apple_79.jpg │ ├── apple_8.jpg │ ├── apple_80.jpg │ ├── apple_81.jpg │ ├── apple_82.jpg │ ├── apple_83.jpg │ ├── apple_84.jpg │ ├── apple_85.jpg │ ├── apple_86.jpg │ ├── apple_87.jpg │ ├── apple_88.jpg │ ├── apple_89.jpg │ ├── apple_9.jpg │ ├── apple_90.jpg │ ├── apple_91.jpg │ ├── apple_92.jpg │ ├── apple_93.jpg │ ├── apple_94.jpg │ ├── apple_95.jpg │ ├── banana_1.jpg │ ├── banana_10.jpg │ ├── banana_11.jpg │ ├── banana_12.jpg │ ├── banana_13.jpg │ ├── banana_14.jpg │ ├── banana_16.jpg │ ├── banana_17.jpg │ ├── banana_2.jpg │ ├── banana_20.jpg │ ├── banana_21.jpg │ ├── banana_22.jpg │ ├── banana_23.jpg │ ├── banana_24.jpg │ ├── banana_25.jpg │ ├── banana_26.jpg │ ├── banana_27.jpg │ ├── banana_28.jpg │ ├── banana_29.jpg │ ├── banana_3.jpg │ ├── banana_30.jpg │ ├── banana_31.jpg │ ├── banana_32.jpg │ ├── banana_33.jpg │ ├── banana_34.jpg │ ├── banana_35.jpg │ ├── banana_36.jpg │ ├── banana_37.jpg │ ├── banana_38.jpg │ ├── banana_39.jpg │ ├── banana_4.jpg │ ├── banana_40.jpg │ ├── banana_41.jpg │ ├── banana_42.jpg │ ├── banana_43.jpg │ ├── banana_44.jpg │ ├── banana_45.jpg │ ├── banana_46.jpg │ ├── banana_47.jpg │ ├── banana_48.jpg │ ├── banana_49.jpg │ ├── banana_5.jpg │ ├── banana_50.jpg │ ├── banana_51.jpg │ ├── banana_52.jpg │ ├── banana_53.jpg │ ├── banana_54.jpg │ ├── banana_55.jpg │ ├── banana_56.jpg │ ├── banana_57.jpg │ ├── banana_58.jpg │ ├── banana_59.jpg │ ├── banana_6.jpg │ ├── banana_60.jpg │ ├── banana_61.jpg │ ├── banana_62.jpg │ ├── banana_63.jpg │ ├── banana_64.jpg │ ├── banana_65.jpg │ ├── banana_66.jpg │ ├── banana_67.jpg │ ├── banana_68.jpg │ ├── banana_69.jpg │ ├── banana_7.jpg │ ├── banana_70.jpg │ ├── banana_71.jpg │ ├── banana_72.jpg │ ├── banana_73.jpg │ ├── banana_74.jpg │ ├── banana_75.jpg │ ├── banana_76.jpg │ ├── banana_77.jpg │ ├── banana_78.jpg │ ├── banana_79.jpg │ ├── banana_8.jpg │ ├── banana_80.jpg │ ├── banana_81.jpg │ ├── banana_82.jpg │ ├── banana_83.jpg │ ├── banana_84.jpg │ ├── banana_85.jpg │ ├── banana_86.jpg │ ├── banana_87.jpg │ ├── banana_88.jpg │ ├── banana_89.jpg │ ├── banana_9.jpg │ ├── banana_90.jpg │ ├── banana_91.jpg │ ├── banana_92.jpg │ ├── banana_93.jpg │ └── banana_94.jpg ├── test_labels │ ├── apple_77.xml │ ├── apple_78.xml │ ├── apple_80.xml │ ├── apple_81.xml │ ├── apple_82.xml │ ├── apple_83.xml │ ├── apple_84.xml │ ├── apple_85.xml │ ├── apple_86.xml │ ├── apple_87.xml │ ├── apple_88.xml │ ├── apple_89.xml │ ├── apple_90.xml │ ├── apple_91.xml │ ├── apple_93.xml │ ├── apple_94.xml │ ├── apple_95.xml │ ├── banana_77.xml │ ├── banana_78.xml │ ├── banana_79.xml │ ├── banana_80.xml │ ├── banana_81.xml │ ├── banana_82.xml │ ├── banana_83.xml │ ├── banana_84.xml │ ├── banana_85.xml │ ├── banana_86.xml │ ├── banana_88.xml │ ├── banana_89.xml │ ├── banana_90.xml │ ├── banana_91.xml │ ├── banana_92.xml │ ├── banana_93.xml │ └── banana_94.xml └── train_labels │ ├── apple_10.xml │ ├── apple_11.xml │ ├── apple_12.xml │ ├── apple_13.xml │ ├── apple_14.xml │ ├── apple_15.xml │ ├── apple_16.xml │ ├── apple_18.xml │ ├── apple_19.xml │ ├── apple_2.xml │ ├── apple_21.xml │ ├── apple_22.xml │ ├── apple_23.xml │ ├── apple_24.xml │ ├── apple_25.xml │ ├── apple_26.xml │ ├── apple_27.xml │ ├── apple_29.xml │ ├── apple_3.xml │ ├── apple_30.xml │ ├── apple_31.xml │ ├── apple_32.xml │ ├── apple_33.xml │ ├── apple_35.xml │ ├── apple_36.xml │ ├── apple_38.xml │ ├── apple_39.xml │ ├── apple_4.xml │ ├── apple_40.xml │ ├── apple_41.xml │ ├── apple_45.xml │ ├── apple_46.xml │ ├── apple_47.xml │ ├── apple_48.xml │ ├── apple_49.xml │ ├── apple_5.xml │ ├── apple_50.xml │ ├── apple_51.xml │ ├── apple_52.xml │ ├── apple_53.xml │ ├── apple_54.xml │ ├── apple_55.xml │ ├── apple_56.xml │ ├── apple_57.xml │ ├── apple_58.xml │ ├── apple_59.xml │ ├── apple_6.xml │ ├── apple_60.xml │ ├── apple_61.xml │ ├── apple_62.xml │ ├── apple_63.xml │ ├── apple_64.xml │ ├── apple_65.xml │ ├── apple_66.xml │ ├── apple_67.xml │ ├── apple_68.xml │ ├── apple_69.xml │ ├── apple_7.xml │ ├── apple_70.xml │ ├── apple_71.xml │ ├── apple_72.xml │ ├── apple_73.xml │ ├── apple_74.xml │ ├── apple_75.xml │ ├── apple_76.xml │ ├── apple_9.xml │ ├── banana_1.xml │ ├── banana_10.xml │ ├── banana_11.xml │ ├── banana_12.xml │ ├── banana_13.xml │ ├── banana_14.xml │ ├── banana_16.xml │ ├── banana_17.xml │ ├── banana_2.xml │ ├── banana_20.xml │ ├── banana_21.xml │ ├── banana_22.xml │ ├── banana_23.xml │ ├── banana_24.xml │ ├── banana_26.xml │ ├── banana_27.xml │ ├── banana_28.xml │ ├── banana_29.xml │ ├── banana_3.xml │ ├── banana_30.xml │ ├── banana_31.xml │ ├── banana_32.xml │ ├── banana_33.xml │ ├── banana_34.xml │ ├── banana_36.xml │ ├── banana_37.xml │ ├── banana_38.xml │ ├── banana_39.xml │ ├── banana_4.xml │ ├── banana_40.xml │ ├── banana_41.xml │ ├── banana_42.xml │ ├── banana_43.xml │ ├── banana_44.xml │ ├── banana_45.xml │ ├── banana_46.xml │ ├── banana_47.xml │ ├── banana_48.xml │ ├── banana_49.xml │ ├── banana_5.xml │ ├── banana_50.xml │ ├── banana_51.xml │ ├── banana_52.xml │ ├── banana_54.xml │ ├── banana_55.xml │ ├── banana_56.xml │ ├── banana_58.xml │ ├── banana_59.xml │ ├── banana_6.xml │ ├── banana_61.xml │ ├── banana_62.xml │ ├── banana_63.xml │ ├── banana_64.xml │ ├── banana_65.xml │ ├── banana_66.xml │ ├── banana_67.xml │ ├── banana_68.xml │ ├── banana_69.xml │ ├── banana_7.xml │ ├── banana_70.xml │ ├── banana_73.xml │ ├── banana_74.xml │ ├── banana_76.xml │ ├── banana_8.xml │ └── banana_9.xml ├── 075_ObjectDetection_Yolo7 ├── ObjectDetection_LabelingFormats.pdf ├── ObjectDetection_ProjectFaceMask.pdf ├── ObjectDetection_yolo.pdf ├── yolo_data_prep.py └── yolo_training_steps.md ├── 076_ObjectDetection_Yolo8 ├── perform_pred.py ├── perform_train.py ├── train_custom │ └── masks.yaml └── yolov8_train_predict.md ├── 100_CNN_StyleTransfer ├── Hamburg.jpg ├── StyleTransfer101.pdf ├── StyleTransfer_end.py └── The_Great_Wave_off_Kanagawa.jpg ├── 120_TransferLearning ├── PretrainedModels_101.pdf ├── TransferLearning_end.py ├── TransferLearning_start.py ├── test │ ├── cat │ │ ├── 12453.jpg │ │ ├── 12454.jpg │ │ ├── 12455.jpg │ │ ├── 12457.jpg │ │ ├── 12458.jpg │ │ ├── 12462.jpg │ │ └── 12500.jpg │ └── dog │ │ ├── 12434.jpg │ │ ├── 12435.jpg │ │ ├── 12436.jpg │ │ ├── 12437.jpg │ │ ├── 12438.jpg │ │ ├── 12439.jpg │ │ ├── 12440.jpg │ │ ├── 12456.jpg │ │ ├── 12459.jpg │ │ ├── 12460.jpg │ │ ├── 12498.jpg │ │ └── 12499.jpg └── train │ ├── cat │ ├── cat.9882.jpg │ ├── cat.9883.jpg │ ├── cat.9884.jpg │ ├── cat.9885.jpg │ ├── cat.9886.jpg │ ├── cat.9887.jpg │ ├── cat.9888.jpg │ ├── cat.9889.jpg │ ├── cat.989.jpg │ ├── cat.9890.jpg │ ├── cat.9891.jpg │ ├── cat.9892.jpg │ ├── cat.9893.jpg │ ├── cat.9894.jpg │ ├── cat.9895.jpg │ ├── cat.9896.jpg │ ├── cat.9897.jpg │ ├── cat.9898.jpg │ ├── cat.9899.jpg │ ├── cat.99.jpg │ ├── cat.990.jpg │ ├── cat.9900.jpg │ ├── cat.9901.jpg │ ├── cat.9902.jpg │ ├── cat.9903.jpg │ ├── cat.9904.jpg │ ├── cat.9905.jpg │ ├── cat.9906.jpg │ ├── cat.9907.jpg │ ├── cat.9935.jpg │ ├── cat.9936.jpg │ ├── cat.9937.jpg │ ├── cat.9938.jpg │ ├── cat.9939.jpg │ ├── cat.994.jpg │ ├── cat.9940.jpg │ ├── cat.9941.jpg │ ├── cat.9942.jpg │ ├── cat.9943.jpg │ ├── cat.9944.jpg │ ├── cat.9945.jpg │ ├── cat.9946.jpg │ ├── cat.9947.jpg │ ├── cat.9948.jpg │ ├── cat.9949.jpg │ ├── cat.995.jpg │ ├── cat.9950.jpg │ ├── cat.9951.jpg │ ├── cat.9952.jpg │ ├── cat.9953.jpg │ ├── cat.9954.jpg │ ├── cat.9955.jpg │ ├── cat.9956.jpg │ ├── cat.9957.jpg │ ├── cat.9958.jpg │ ├── cat.9959.jpg │ ├── cat.996.jpg │ ├── cat.9960.jpg │ ├── cat.9961.jpg │ ├── cat.9962.jpg │ ├── cat.9963.jpg │ ├── cat.9964.jpg │ ├── cat.9965.jpg │ ├── cat.9966.jpg │ ├── cat.9967.jpg │ ├── cat.9968.jpg │ ├── cat.9969.jpg │ ├── cat.997.jpg │ ├── cat.9970.jpg │ ├── cat.9971.jpg │ ├── cat.9972.jpg │ ├── cat.9973.jpg │ ├── cat.9974.jpg │ ├── cat.9975.jpg │ ├── cat.9976.jpg │ ├── cat.9977.jpg │ ├── cat.9978.jpg │ ├── cat.9979.jpg │ ├── cat.998.jpg │ ├── cat.9980.jpg │ ├── cat.9981.jpg │ ├── cat.9982.jpg │ ├── cat.9983.jpg │ ├── cat.9984.jpg │ ├── cat.9985.jpg │ ├── cat.9986.jpg │ ├── cat.9987.jpg │ ├── cat.9988.jpg │ ├── cat.9989.jpg │ ├── cat.999.jpg │ ├── cat.9990.jpg │ ├── cat.9991.jpg │ ├── cat.9992.jpg │ ├── cat.9993.jpg │ ├── cat.9994.jpg │ ├── cat.9995.jpg │ ├── cat.9996.jpg │ ├── cat.9997.jpg │ ├── cat.9998.jpg │ └── cat.9999.jpg │ └── dog │ ├── dog.986.jpg │ ├── dog.9860.jpg │ ├── dog.9861.jpg │ ├── dog.9862.jpg │ ├── dog.9863.jpg │ ├── dog.9913.jpg │ ├── dog.9914.jpg │ ├── dog.9915.jpg │ ├── dog.9916.jpg │ ├── dog.9917.jpg │ ├── dog.9918.jpg │ ├── dog.9919.jpg │ ├── dog.992.jpg │ ├── dog.9920.jpg │ ├── dog.9921.jpg │ ├── dog.9922.jpg │ ├── dog.9923.jpg │ ├── dog.9924.jpg │ ├── dog.9925.jpg │ ├── dog.9926.jpg │ ├── dog.9927.jpg │ ├── dog.9928.jpg │ ├── dog.9929.jpg │ ├── dog.993.jpg │ ├── dog.9930.jpg │ ├── dog.9931.jpg │ ├── dog.9932.jpg │ ├── dog.9933.jpg │ ├── dog.9934.jpg │ ├── dog.9935.jpg │ ├── dog.9936.jpg │ ├── dog.9937.jpg │ ├── dog.9938.jpg │ ├── dog.9939.jpg │ ├── dog.994.jpg │ ├── dog.9940.jpg │ ├── dog.9941.jpg │ ├── dog.9942.jpg │ ├── dog.9943.jpg │ ├── dog.9944.jpg │ ├── dog.9945.jpg │ ├── dog.9946.jpg │ ├── dog.9947.jpg │ ├── dog.9948.jpg │ ├── dog.9949.jpg │ ├── dog.995.jpg │ ├── dog.9950.jpg │ ├── dog.9951.jpg │ ├── dog.9952.jpg │ ├── dog.9953.jpg │ ├── dog.9954.jpg │ ├── dog.9955.jpg │ ├── dog.9956.jpg │ ├── dog.9957.jpg │ ├── dog.9958.jpg │ ├── dog.9959.jpg │ ├── dog.996.jpg │ ├── dog.9960.jpg │ ├── dog.9961.jpg │ ├── dog.9962.jpg │ ├── dog.9963.jpg │ ├── dog.9964.jpg │ ├── dog.9965.jpg │ ├── dog.9966.jpg │ ├── dog.9967.jpg │ ├── dog.9968.jpg │ ├── dog.9969.jpg │ ├── dog.997.jpg │ ├── dog.9970.jpg │ ├── dog.9971.jpg │ ├── dog.9972.jpg │ ├── dog.9973.jpg │ ├── dog.9974.jpg │ ├── dog.9975.jpg │ ├── dog.9976.jpg │ ├── dog.9977.jpg │ ├── dog.9978.jpg │ ├── dog.9979.jpg │ ├── dog.998.jpg │ ├── dog.9980.jpg │ ├── dog.9981.jpg │ ├── dog.9982.jpg │ ├── dog.9983.jpg │ ├── dog.9984.jpg │ ├── dog.9985.jpg │ ├── dog.9986.jpg │ ├── dog.9987.jpg │ ├── dog.9988.jpg │ ├── dog.9989.jpg │ ├── dog.999.jpg │ ├── dog.9990.jpg │ ├── dog.9991.jpg │ ├── dog.9992.jpg │ ├── dog.9993.jpg │ ├── dog.9994.jpg │ ├── dog.9995.jpg │ ├── dog.9996.jpg │ ├── dog.9997.jpg │ ├── dog.9998.jpg │ └── dog.9999.jpg ├── 180_LSTM ├── Flights_end.py ├── Flights_start.py ├── FunctionApproximation_end.py ├── FunctionApproximation_incl_extrapolation_end.py ├── FunctionApproximation_start.py └── RNN_101.pdf ├── 190_RecommenderSystems ├── MatrixFactorization_end.py ├── MatrixFactorization_start.py ├── RecommenderSystems.pdf └── ratings.csv ├── 200_Autoencoders ├── Autoencoders_101.pdf ├── Autoencoders_end.py ├── Autoencoders_start.py └── data │ └── train │ ├── apples │ ├── apple_1.jpg │ ├── apple_10.jpg │ ├── apple_11.jpg │ ├── apple_12.jpg │ ├── apple_13.jpg │ ├── apple_14.jpg │ ├── apple_15.jpg │ ├── apple_16.jpg │ ├── apple_17.jpg │ ├── apple_18.jpg │ ├── apple_19.jpg │ ├── apple_2.jpg │ ├── apple_20.jpg │ ├── apple_21.jpg │ ├── apple_22.jpg │ ├── apple_23.jpg │ ├── apple_24.jpg │ ├── apple_25.jpg │ ├── apple_26.jpg │ ├── apple_27.jpg │ ├── apple_28.jpg │ ├── apple_29.jpg │ ├── apple_3.jpg │ ├── apple_30.jpg │ ├── apple_31.jpg │ ├── apple_32.jpg │ ├── apple_33.jpg │ ├── apple_35.jpg │ ├── apple_36.jpg │ ├── apple_37.jpg │ ├── apple_38.jpg │ ├── apple_39.jpg │ ├── apple_4.jpg │ ├── apple_40.jpg │ ├── apple_41.jpg │ ├── apple_42.jpg │ ├── apple_43.jpg │ ├── apple_44.jpg │ ├── apple_45.jpg │ ├── apple_46.jpg │ ├── apple_47.jpg │ ├── apple_48.jpg │ ├── apple_49.jpg │ ├── apple_5.jpg │ ├── apple_50.jpg │ ├── apple_51.jpg │ ├── apple_52.jpg │ ├── apple_53.jpg │ ├── apple_54.jpg │ ├── apple_55.jpg │ ├── apple_56.jpg │ ├── apple_57.jpg │ ├── apple_58.jpg │ ├── apple_59.jpg │ ├── apple_6.jpg │ ├── apple_60.jpg │ ├── apple_61.jpg │ ├── apple_62.jpg │ ├── apple_63.jpg │ ├── apple_64.jpg │ ├── apple_65.jpg │ ├── apple_66.jpg │ ├── apple_67.jpg │ ├── apple_68.jpg │ ├── apple_69.jpg │ ├── apple_7.jpg │ ├── apple_70.jpg │ ├── apple_71.jpg │ ├── apple_72.jpg │ ├── apple_73.jpg │ ├── apple_74.jpg │ ├── apple_75.jpg │ ├── apple_76.jpg │ ├── apple_77.jpg │ ├── apple_78.jpg │ ├── apple_79.jpg │ ├── apple_8.jpg │ ├── apple_80.jpg │ ├── apple_81.jpg │ ├── apple_82.jpg │ ├── apple_83.jpg │ ├── apple_84.jpg │ ├── apple_85.jpg │ ├── apple_86.jpg │ ├── apple_87.jpg │ ├── apple_88.jpg │ ├── apple_89.jpg │ ├── apple_9.jpg │ ├── apple_90.jpg │ ├── apple_91.jpg │ ├── apple_92.jpg │ ├── apple_93.jpg │ ├── apple_94.jpg │ └── apple_95.jpg │ └── bananas │ ├── banana_1.jpg │ ├── banana_10.jpg │ ├── banana_11.jpg │ ├── banana_12.jpg │ ├── banana_13.jpg │ ├── banana_14.jpg │ ├── banana_16.jpg │ ├── banana_17.jpg │ ├── banana_2.jpg │ ├── banana_20.jpg │ ├── banana_21.jpg │ ├── banana_22.jpg │ ├── banana_23.jpg │ ├── banana_24.jpg │ ├── banana_25.jpg │ ├── banana_26.jpg │ ├── banana_27.jpg │ ├── banana_28.jpg │ ├── banana_29.jpg │ ├── banana_3.jpg │ ├── banana_30.jpg │ ├── banana_31.jpg │ ├── banana_32.jpg │ ├── banana_33.jpg │ ├── banana_34.jpg │ ├── banana_35.jpg │ ├── banana_36.jpg │ ├── banana_37.jpg │ ├── banana_38.jpg │ ├── banana_39.jpg │ ├── banana_4.jpg │ ├── banana_40.jpg │ ├── banana_41.jpg │ ├── banana_42.jpg │ ├── banana_43.jpg │ ├── banana_44.jpg │ ├── banana_45.jpg │ ├── banana_46.jpg │ ├── banana_47.jpg │ ├── banana_48.jpg │ ├── banana_49.jpg │ ├── banana_5.jpg │ ├── banana_50.jpg │ ├── banana_51.jpg │ ├── banana_52.jpg │ ├── banana_53.jpg │ ├── banana_54.jpg │ ├── banana_55.jpg │ ├── banana_56.jpg │ ├── banana_57.jpg │ ├── banana_58.jpg │ ├── banana_59.jpg │ ├── banana_6.jpg │ ├── banana_60.jpg │ ├── banana_61.jpg │ ├── banana_62.jpg │ ├── banana_63.jpg │ ├── banana_64.jpg │ ├── banana_65.jpg │ ├── banana_66.jpg │ ├── banana_67.jpg │ ├── banana_68.jpg │ ├── banana_69.jpg │ ├── banana_7.jpg │ ├── banana_70.jpg │ ├── banana_71.jpg │ ├── banana_72.jpg │ ├── banana_73.jpg │ ├── banana_74.jpg │ ├── banana_75.jpg │ ├── banana_76.jpg │ ├── banana_77.jpg │ ├── banana_78.jpg │ ├── banana_79.jpg │ ├── banana_8.jpg │ ├── banana_80.jpg │ ├── banana_81.jpg │ ├── banana_82.jpg │ ├── banana_83.jpg │ ├── banana_84.jpg │ ├── banana_85.jpg │ ├── banana_86.jpg │ ├── banana_87.jpg │ ├── banana_88.jpg │ ├── banana_89.jpg │ ├── banana_9.jpg │ ├── banana_90.jpg │ ├── banana_91.jpg │ ├── banana_92.jpg │ ├── banana_93.jpg │ └── banana_94.jpg ├── 220_GAN ├── GAN_Exercise_W03_Ch_224x224.py ├── GAN_Exercise_w01_Channels.py ├── GAN_Exercise_w03_Channels.py ├── GANs.pdf ├── Gan_end.py ├── Gan_start.py ├── Image_Creation.py ├── TrainingProgress.mp4 └── saved_images │ └── saved_fig_GAN_03Ch_20000_90000_224_224.png ├── 230_GraphNeuralNetworks ├── GraphNeuralNetworks.pdf ├── graph_intro_end.py ├── node_classification_end.py └── node_classification_start.py ├── 300_Transformers ├── Transformers.pdf ├── ViT_custom.py └── conf_matrix_1.jpg ├── 310_PytorchLightning ├── PytorchLightning.pdf ├── lightning_intro_end.py └── lightning_intro_start.py ├── 350_SemiSupervised ├── SemiSupervisedLearning.pdf ├── data │ ├── test │ │ ├── Bears │ │ │ ├── bear_149.jpeg │ │ │ ├── bear_15.jpeg │ │ │ ├── bear_150.jpeg │ │ │ ├── bear_151.jpeg │ │ │ ├── bear_152.jpeg │ │ │ ├── bear_153.jpeg │ │ │ ├── bear_154.jpeg │ │ │ ├── bear_155.jpeg │ │ │ ├── bear_156.jpeg │ │ │ ├── bear_157.jpeg │ │ │ ├── bear_158.jpeg │ │ │ ├── bear_159.jpeg │ │ │ ├── bear_16.jpeg │ │ │ ├── bear_160.jpeg │ │ │ ├── bear_161.jpeg │ │ │ ├── bear_162.jpeg │ │ │ ├── bear_163.jpeg │ │ │ ├── bear_164.jpeg │ │ │ ├── bear_165.jpeg │ │ │ ├── bear_166.jpeg │ │ │ ├── bear_167.jpeg │ │ │ ├── bear_168.jpeg │ │ │ ├── bear_169.jpeg │ │ │ ├── bear_17.jpeg │ │ │ ├── bear_170.jpeg │ │ │ ├── bear_171.jpeg │ │ │ ├── bear_172.jpeg │ │ │ ├── bear_173.jpeg │ │ │ ├── bear_174.jpeg │ │ │ ├── bear_175.jpeg │ │ │ ├── bear_176.jpeg │ │ │ ├── bear_177.jpeg │ │ │ ├── bear_178.jpeg │ │ │ ├── bear_179.jpeg │ │ │ ├── bear_18.jpeg │ │ │ ├── bear_180.jpeg │ │ │ ├── bear_181.jpeg │ │ │ ├── bear_182.jpeg │ │ │ ├── bear_183.jpeg │ │ │ ├── bear_184.jpeg │ │ │ ├── bear_185.jpeg │ │ │ ├── bear_186.jpeg │ │ │ ├── bear_187.jpeg │ │ │ ├── bear_188.jpeg │ │ │ ├── bear_189.jpeg │ │ │ ├── bear_19.jpeg │ │ │ ├── bear_190.jpeg │ │ │ ├── bear_191.jpeg │ │ │ ├── bear_192.jpeg │ │ │ ├── bear_193.jpeg │ │ │ ├── bear_194.jpeg │ │ │ ├── bear_195.jpeg │ │ │ ├── bear_196.jpeg │ │ │ ├── bear_197.jpeg │ │ │ ├── bear_198.jpeg │ │ │ ├── bear_199.jpeg │ │ │ ├── bear_2.jpeg │ │ │ ├── bear_20.jpeg │ │ │ ├── bear_200.jpeg │ │ │ ├── bear_201.jpeg │ │ │ ├── bear_54.jpeg │ │ │ ├── bear_55.jpeg │ │ │ ├── bear_56.jpeg │ │ │ ├── bear_57.jpeg │ │ │ ├── bear_58.jpeg │ │ │ ├── bear_59.jpeg │ │ │ ├── bear_6.jpeg │ │ │ ├── bear_60.jpeg │ │ │ ├── bear_61.jpeg │ │ │ ├── bear_62.jpeg │ │ │ ├── bear_63.jpeg │ │ │ ├── bear_64.jpeg │ │ │ ├── bear_65.jpeg │ │ │ ├── bear_66.jpeg │ │ │ ├── bear_67.jpeg │ │ │ ├── bear_68.jpeg │ │ │ ├── bear_69.jpeg │ │ │ ├── bear_7.jpeg │ │ │ ├── bear_70.jpeg │ │ │ ├── bear_71.jpeg │ │ │ ├── bear_72.jpeg │ │ │ ├── bear_73.jpeg │ │ │ ├── bear_74.jpeg │ │ │ ├── bear_75.jpeg │ │ │ ├── bear_76.jpeg │ │ │ ├── bear_77.jpeg │ │ │ ├── bear_78.jpeg │ │ │ ├── bear_79.jpeg │ │ │ ├── bear_8.jpeg │ │ │ ├── bear_80.jpeg │ │ │ ├── bear_81.jpeg │ │ │ ├── bear_82.jpeg │ │ │ ├── bear_83.jpeg │ │ │ ├── bear_84.jpeg │ │ │ ├── bear_85.jpeg │ │ │ ├── bear_86.jpeg │ │ │ ├── bear_87.jpeg │ │ │ ├── bear_88.jpeg │ │ │ ├── bear_89.jpeg │ │ │ └── bear_9.jpeg │ │ └── Pandas │ │ │ ├── pandas_242.jpeg │ │ │ ├── pandas_243.jpeg │ │ │ ├── pandas_244.jpeg │ │ │ ├── pandas_245.jpeg │ │ │ ├── pandas_246.jpeg │ │ │ ├── pandas_247.jpeg │ │ │ ├── pandas_248.jpeg │ │ │ ├── pandas_249.jpeg │ │ │ ├── pandas_25.jpeg │ │ │ ├── pandas_250.jpeg │ │ │ ├── pandas_251.jpeg │ │ │ ├── pandas_252.jpeg │ │ │ ├── pandas_253.jpeg │ │ │ ├── pandas_254.jpeg │ │ │ ├── pandas_255.jpeg │ │ │ ├── pandas_256.jpeg │ │ │ ├── pandas_257.jpeg │ │ │ ├── pandas_258.jpeg │ │ │ ├── pandas_259.jpeg │ │ │ ├── pandas_26.jpeg │ │ │ ├── pandas_260.jpeg │ │ │ ├── pandas_261.jpeg │ │ │ ├── pandas_262.jpeg │ │ │ ├── pandas_263.jpeg │ │ │ ├── pandas_264.jpeg │ │ │ ├── pandas_265.jpeg │ │ │ ├── pandas_266.jpeg │ │ │ ├── pandas_267.jpeg │ │ │ ├── pandas_268.jpeg │ │ │ ├── pandas_269.jpeg │ │ │ ├── pandas_27.jpeg │ │ │ ├── pandas_270.jpeg │ │ │ ├── pandas_271.jpeg │ │ │ ├── pandas_272.jpeg │ │ │ ├── pandas_273.jpeg │ │ │ ├── pandas_274.jpeg │ │ │ ├── pandas_275.jpeg │ │ │ ├── pandas_276.jpeg │ │ │ ├── pandas_34.jpeg │ │ │ ├── pandas_35.jpeg │ │ │ ├── pandas_36.jpeg │ │ │ ├── pandas_37.jpeg │ │ │ ├── pandas_38.jpeg │ │ │ ├── pandas_39.jpeg │ │ │ ├── pandas_4.jpeg │ │ │ ├── pandas_40.jpeg │ │ │ ├── pandas_41.jpeg │ │ │ ├── pandas_42.jpeg │ │ │ ├── pandas_43.jpeg │ │ │ ├── pandas_44.jpeg │ │ │ ├── pandas_45.jpeg │ │ │ ├── pandas_46.jpeg │ │ │ ├── pandas_47.jpeg │ │ │ ├── pandas_48.jpeg │ │ │ ├── pandas_49.jpeg │ │ │ ├── pandas_5.jpeg │ │ │ ├── pandas_50.jpeg │ │ │ ├── pandas_51.jpeg │ │ │ ├── pandas_52.jpeg │ │ │ ├── pandas_53.jpeg │ │ │ ├── pandas_54.jpeg │ │ │ ├── pandas_55.jpeg │ │ │ ├── pandas_56.jpeg │ │ │ ├── pandas_57.jpeg │ │ │ ├── pandas_58.jpeg │ │ │ ├── pandas_59.jpeg │ │ │ ├── pandas_6.jpeg │ │ │ ├── pandas_60.jpeg │ │ │ ├── pandas_61.jpeg │ │ │ ├── pandas_62.jpeg │ │ │ ├── pandas_63.jpeg │ │ │ ├── pandas_64.jpeg │ │ │ ├── pandas_65.jpeg │ │ │ ├── pandas_66.jpeg │ │ │ ├── pandas_67.jpeg │ │ │ ├── pandas_68.jpeg │ │ │ ├── pandas_69.jpeg │ │ │ ├── pandas_7.jpeg │ │ │ ├── pandas_70.jpeg │ │ │ ├── pandas_71.jpeg │ │ │ ├── pandas_72.jpeg │ │ │ ├── pandas_73.jpeg │ │ │ ├── pandas_74.jpeg │ │ │ ├── pandas_75.jpeg │ │ │ ├── pandas_76.jpeg │ │ │ ├── pandas_77.jpeg │ │ │ ├── pandas_78.jpeg │ │ │ ├── pandas_79.jpeg │ │ │ ├── pandas_8.jpeg │ │ │ ├── pandas_80.jpeg │ │ │ ├── pandas_81.jpeg │ │ │ ├── pandas_82.jpeg │ │ │ ├── pandas_83.jpeg │ │ │ ├── pandas_84.jpeg │ │ │ ├── pandas_85.jpeg │ │ │ ├── pandas_86.jpeg │ │ │ ├── pandas_87.jpeg │ │ │ ├── pandas_88.jpeg │ │ │ ├── pandas_89.jpeg │ │ │ └── pandas_9.jpeg │ ├── train │ │ ├── Bears │ │ │ ├── 90.jpeg │ │ │ ├── 91.jpeg │ │ │ ├── 92.jpeg │ │ │ ├── 93.jpeg │ │ │ ├── 94.jpeg │ │ │ ├── 95.jpeg │ │ │ ├── 96.jpeg │ │ │ ├── 97.jpeg │ │ │ ├── 98.jpeg │ │ │ └── 99.jpeg │ │ └── Pandas │ │ │ ├── 90.jpeg │ │ │ ├── 91.jpeg │ │ │ ├── 92.jpeg │ │ │ ├── 93.jpeg │ │ │ ├── 94.jpeg │ │ │ ├── 95.jpeg │ │ │ ├── 96.jpeg │ │ │ ├── 97.jpeg │ │ │ ├── 98.jpeg │ │ │ └── 99.jpeg │ └── unlabeled │ │ ├── 211.jpeg │ │ ├── 212.jpeg │ │ ├── 213.jpeg │ │ ├── 214.jpeg │ │ ├── 215.jpeg │ │ ├── 216.jpeg │ │ ├── 217.jpeg │ │ ├── 218.jpeg │ │ ├── 219.jpeg │ │ ├── 22.jpeg │ │ ├── 220.jpeg │ │ ├── 221.jpeg │ │ ├── 222.jpeg │ │ ├── 223.jpeg │ │ ├── 224.jpeg │ │ ├── 225.jpeg │ │ ├── 226.jpeg │ │ ├── 227.jpeg │ │ ├── 228.jpeg │ │ ├── 229.jpeg │ │ ├── 23.jpeg │ │ ├── 230.jpeg │ │ ├── 231.jpeg │ │ ├── 232.jpeg │ │ ├── 233.jpeg │ │ ├── 234.jpeg │ │ ├── 235.jpeg │ │ ├── 236.jpeg │ │ ├── 237.jpeg │ │ ├── 238.jpeg │ │ ├── 239.jpeg │ │ ├── 24.jpeg │ │ ├── 240.jpeg │ │ ├── 241.jpeg │ │ ├── 242.jpeg │ │ ├── 243.jpeg │ │ ├── 244.jpeg │ │ ├── 245.jpeg │ │ ├── 246.jpeg │ │ ├── 247.jpeg │ │ ├── 248.jpeg │ │ ├── 249.jpeg │ │ ├── 25.jpeg │ │ ├── 250.jpeg │ │ ├── 251.jpeg │ │ ├── 252.jpeg │ │ ├── 253.jpeg │ │ ├── 254.jpeg │ │ ├── 255.jpeg │ │ ├── 256.jpeg │ │ ├── 257.jpeg │ │ ├── 258.jpeg │ │ ├── 259.jpeg │ │ ├── 26.jpeg │ │ ├── 260.jpeg │ │ ├── 261.jpeg │ │ ├── 262.jpeg │ │ ├── 263.jpeg │ │ ├── 264.jpeg │ │ ├── 265.jpeg │ │ ├── 266.jpeg │ │ ├── 267.jpeg │ │ ├── 268.jpeg │ │ ├── 269.jpeg │ │ ├── 27.jpeg │ │ ├── 270.jpeg │ │ ├── 271.jpeg │ │ ├── 272.jpeg │ │ ├── 273.jpeg │ │ ├── 274.jpeg │ │ ├── 275.jpeg │ │ ├── 276.jpeg │ │ ├── 277.jpeg │ │ ├── 278.jpeg │ │ ├── 279.jpeg │ │ ├── 28.jpeg │ │ ├── 280.jpeg │ │ ├── 281.jpeg │ │ ├── 282.jpeg │ │ ├── 283.jpeg │ │ ├── 284.jpeg │ │ ├── 285.jpeg │ │ ├── 286.jpeg │ │ ├── 287.jpeg │ │ ├── 288.jpeg │ │ ├── 289.jpeg │ │ ├── 29.jpeg │ │ ├── 290.jpeg │ │ ├── 291.jpeg │ │ ├── 292.jpeg │ │ ├── 293.jpeg │ │ ├── 294.jpeg │ │ ├── 295.jpeg │ │ ├── 296.jpeg │ │ ├── 297.jpeg │ │ ├── 298.jpeg │ │ ├── 299.jpeg │ │ ├── 3.jpeg │ │ ├── 30.jpeg │ │ ├── 300.jpeg │ │ ├── 31.jpeg │ │ ├── 32.jpeg │ │ ├── 33.jpeg │ │ ├── 34.jpeg │ │ ├── 35.jpeg │ │ ├── 36.jpeg │ │ ├── 37.jpeg │ │ ├── 38.jpeg │ │ ├── 39.jpeg │ │ ├── 4.jpeg │ │ ├── 40.jpeg │ │ ├── 41.jpeg │ │ ├── 42.jpeg │ │ ├── 43.jpeg │ │ ├── 44.jpeg │ │ ├── 45.jpeg │ │ ├── 46.jpeg │ │ ├── 47.jpeg │ │ ├── 48.jpeg │ │ ├── 49.jpeg │ │ ├── 5.jpeg │ │ ├── 50.jpeg │ │ ├── 51.jpeg │ │ ├── 52.jpeg │ │ ├── 53.jpeg │ │ ├── bear_1.jpeg │ │ ├── bear_10.jpeg │ │ ├── bear_100.jpeg │ │ ├── bear_101.jpeg │ │ ├── bear_102.jpeg │ │ ├── bear_103.jpeg │ │ ├── bear_104.jpeg │ │ ├── bear_105.jpeg │ │ ├── bear_106.jpeg │ │ ├── bear_107.jpeg │ │ ├── bear_108.jpeg │ │ ├── bear_109.jpeg │ │ ├── bear_11.jpeg │ │ ├── bear_110.jpeg │ │ ├── bear_111.jpeg │ │ ├── bear_112.jpeg │ │ ├── bear_113.jpeg │ │ ├── bear_114.jpeg │ │ ├── bear_115.jpeg │ │ ├── bear_116.jpeg │ │ ├── bear_117.jpeg │ │ ├── bear_118.jpeg │ │ ├── bear_119.jpeg │ │ ├── bear_12.jpeg │ │ ├── bear_120.jpeg │ │ ├── bear_121.jpeg │ │ ├── bear_122.jpeg │ │ ├── bear_123.jpeg │ │ ├── bear_124.jpeg │ │ ├── bear_125.jpeg │ │ ├── bear_126.jpeg │ │ ├── bear_127.jpeg │ │ ├── bear_128.jpeg │ │ ├── bear_129.jpeg │ │ ├── bear_13.jpeg │ │ ├── bear_130.jpeg │ │ ├── bear_131.jpeg │ │ ├── bear_132.jpeg │ │ ├── bear_133.jpeg │ │ ├── bear_134.jpeg │ │ ├── bear_135.jpeg │ │ ├── bear_136.jpeg │ │ ├── bear_137.jpeg │ │ ├── bear_138.jpeg │ │ ├── bear_139.jpeg │ │ ├── bear_14.jpeg │ │ ├── bear_140.jpeg │ │ ├── bear_141.jpeg │ │ ├── bear_142.jpeg │ │ ├── bear_143.jpeg │ │ ├── bear_144.jpeg │ │ ├── bear_145.jpeg │ │ ├── bear_146.jpeg │ │ ├── bear_147.jpeg │ │ ├── bear_148.jpeg │ │ ├── bear_202.jpeg │ │ ├── bear_203.jpeg │ │ ├── bear_204.jpeg │ │ ├── bear_205.jpeg │ │ ├── bear_206.jpeg │ │ ├── bear_207.jpeg │ │ ├── bear_208.jpeg │ │ ├── bear_209.jpeg │ │ ├── bear_21.jpeg │ │ ├── bear_210.jpeg │ │ ├── pandas_1.jpeg │ │ ├── pandas_10.jpeg │ │ ├── pandas_100.jpeg │ │ ├── pandas_101.jpeg │ │ ├── pandas_102.jpeg │ │ ├── pandas_103.jpeg │ │ ├── pandas_104.jpeg │ │ ├── pandas_105.jpeg │ │ ├── pandas_106.jpeg │ │ ├── pandas_107.jpeg │ │ ├── pandas_108.jpeg │ │ ├── pandas_109.jpeg │ │ ├── pandas_11.jpeg │ │ ├── pandas_110.jpeg │ │ ├── pandas_111.jpeg │ │ ├── pandas_112.jpeg │ │ ├── pandas_113.jpeg │ │ ├── pandas_114.jpeg │ │ ├── pandas_115.jpeg │ │ ├── pandas_116.jpeg │ │ ├── pandas_117.jpeg │ │ ├── pandas_118.jpeg │ │ ├── pandas_119.jpeg │ │ ├── pandas_12.jpeg │ │ ├── pandas_120.jpeg │ │ ├── pandas_121.jpeg │ │ ├── pandas_122.jpeg │ │ ├── pandas_123.jpeg │ │ ├── pandas_124.jpeg │ │ ├── pandas_125.jpeg │ │ ├── pandas_126.jpeg │ │ ├── pandas_127.jpeg │ │ ├── pandas_128.jpeg │ │ ├── pandas_129.jpeg │ │ ├── pandas_13.jpeg │ │ ├── pandas_130.jpeg │ │ ├── pandas_131.jpeg │ │ ├── pandas_132.jpeg │ │ ├── pandas_133.jpeg │ │ ├── pandas_134.jpeg │ │ ├── pandas_135.jpeg │ │ ├── pandas_136.jpeg │ │ ├── pandas_137.jpeg │ │ ├── pandas_138.jpeg │ │ ├── pandas_139.jpeg │ │ ├── pandas_14.jpeg │ │ ├── pandas_140.jpeg │ │ ├── pandas_141.jpeg │ │ ├── pandas_142.jpeg │ │ ├── pandas_143.jpeg │ │ ├── pandas_144.jpeg │ │ ├── pandas_145.jpeg │ │ ├── pandas_146.jpeg │ │ ├── pandas_147.jpeg │ │ ├── pandas_148.jpeg │ │ ├── pandas_149.jpeg │ │ ├── pandas_15.jpeg │ │ ├── pandas_150.jpeg │ │ ├── pandas_151.jpeg │ │ ├── pandas_152.jpeg │ │ ├── pandas_153.jpeg │ │ ├── pandas_154.jpeg │ │ ├── pandas_155.jpeg │ │ ├── pandas_156.jpeg │ │ ├── pandas_157.jpeg │ │ ├── pandas_158.jpeg │ │ ├── pandas_159.jpeg │ │ ├── pandas_16.jpeg │ │ ├── pandas_160.jpeg │ │ ├── pandas_161.jpeg │ │ ├── pandas_162.jpeg │ │ ├── pandas_163.jpeg │ │ ├── pandas_164.jpeg │ │ ├── pandas_165.jpeg │ │ ├── pandas_166.jpeg │ │ ├── pandas_167.jpeg │ │ ├── pandas_168.jpeg │ │ ├── pandas_169.jpeg │ │ ├── pandas_17.jpeg │ │ ├── pandas_170.jpeg │ │ ├── pandas_171.jpeg │ │ ├── pandas_172.jpeg │ │ ├── pandas_173.jpeg │ │ ├── pandas_174.jpeg │ │ ├── pandas_175.jpeg │ │ ├── pandas_176.jpeg │ │ ├── pandas_177.jpeg │ │ ├── pandas_178.jpeg │ │ ├── pandas_179.jpeg │ │ ├── pandas_18.jpeg │ │ ├── pandas_180.jpeg │ │ ├── pandas_181.jpeg │ │ ├── pandas_182.jpeg │ │ ├── pandas_183.jpeg │ │ ├── pandas_184.jpeg │ │ ├── pandas_185.jpeg │ │ ├── pandas_186.jpeg │ │ ├── pandas_187.jpeg │ │ ├── pandas_188.jpeg │ │ ├── pandas_189.jpeg │ │ ├── pandas_19.jpeg │ │ ├── pandas_190.jpeg │ │ ├── pandas_191.jpeg │ │ ├── pandas_192.jpeg │ │ ├── pandas_193.jpeg │ │ ├── pandas_194.jpeg │ │ ├── pandas_195.jpeg │ │ ├── pandas_196.jpeg │ │ ├── pandas_197.jpeg │ │ ├── pandas_198.jpeg │ │ ├── pandas_199.jpeg │ │ ├── pandas_2.jpeg │ │ ├── pandas_20.jpeg │ │ ├── pandas_200.jpeg │ │ ├── pandas_201.jpeg │ │ ├── pandas_202.jpeg │ │ ├── pandas_203.jpeg │ │ ├── pandas_204.jpeg │ │ ├── pandas_205.jpeg │ │ ├── pandas_206.jpeg │ │ ├── pandas_207.jpeg │ │ ├── pandas_208.jpeg │ │ ├── pandas_209.jpeg │ │ ├── pandas_21.jpeg │ │ ├── pandas_210.jpeg │ │ ├── pandas_211.jpeg │ │ ├── pandas_212.jpeg │ │ ├── pandas_213.jpeg │ │ ├── pandas_214.jpeg │ │ ├── pandas_215.jpeg │ │ ├── pandas_216.jpeg │ │ ├── pandas_217.jpeg │ │ ├── pandas_218.jpeg │ │ ├── pandas_219.jpeg │ │ ├── pandas_22.jpeg │ │ ├── pandas_220.jpeg │ │ ├── pandas_221.jpeg │ │ ├── pandas_222.jpeg │ │ ├── pandas_223.jpeg │ │ ├── pandas_224.jpeg │ │ ├── pandas_225.jpeg │ │ ├── pandas_226.jpeg │ │ ├── pandas_227.jpeg │ │ ├── pandas_228.jpeg │ │ ├── pandas_229.jpeg │ │ ├── pandas_23.jpeg │ │ ├── pandas_230.jpeg │ │ ├── pandas_231.jpeg │ │ ├── pandas_232.jpeg │ │ ├── pandas_233.jpeg │ │ ├── pandas_234.jpeg │ │ ├── pandas_235.jpeg │ │ ├── pandas_236.jpeg │ │ ├── pandas_237.jpeg │ │ ├── pandas_238.jpeg │ │ ├── pandas_239.jpeg │ │ ├── pandas_24.jpeg │ │ ├── pandas_240.jpeg │ │ ├── pandas_241.jpeg │ │ ├── pandas_277.jpeg │ │ ├── pandas_278.jpeg │ │ ├── pandas_279.jpeg │ │ ├── pandas_28.jpeg │ │ ├── pandas_280.jpeg │ │ ├── pandas_281.jpeg │ │ ├── pandas_282.jpeg │ │ ├── pandas_283.jpeg │ │ ├── pandas_284.jpeg │ │ ├── pandas_285.jpeg │ │ ├── pandas_286.jpeg │ │ ├── pandas_287.jpeg │ │ ├── pandas_288.jpeg │ │ ├── pandas_289.jpeg │ │ ├── pandas_29.jpeg │ │ ├── pandas_290.jpeg │ │ ├── pandas_291.jpeg │ │ ├── pandas_292.jpeg │ │ ├── pandas_293.jpeg │ │ ├── pandas_294.jpeg │ │ ├── pandas_295.jpeg │ │ ├── pandas_296.jpeg │ │ ├── pandas_297.jpeg │ │ ├── pandas_298.jpeg │ │ ├── pandas_299.jpeg │ │ ├── pandas_3.jpeg │ │ ├── pandas_30.jpeg │ │ ├── pandas_300.jpeg │ │ ├── pandas_31.jpeg │ │ ├── pandas_32.jpeg │ │ └── pandas_33.jpeg ├── semi_super_learn_end.py ├── semi_super_learn_start.py └── super_learn.py ├── 360_NLP ├── 10_NLP_101.pdf ├── 20_WordEmbeddings_Intro_101.pdf ├── 24_Sentiment_Coding_OHE.pdf ├── 25_sentiment_OHE.py ├── 30_WordEmbeddings_NN_101.pdf ├── 40_Glove_Introdction_Coding.pdf ├── 50_glove_intro.py ├── 60_Glove_WordCluster_Coding.pdf ├── 70_word_cluster_end.py ├── 70_word_cluster_start.py ├── 80_Sentiment_Embedding_Coding.pdf ├── 90_sentiment_embedding.py ├── 94_Apply_PretrainedModels.pdf ├── 95_apply_pretrained_models.py ├── 96_ZeroShotClassification.pdf ├── 97_zero_shot_end.py ├── 97_zero_shot_start.py ├── 98_TextSummarization.pdf └── data │ ├── Tweets.csv │ ├── tweets_train.csv │ └── tweets_val.csv ├── 365_Chatbot └── ChatbotDevelopment.pdf ├── 400_OpenAiChatGPT ├── OpenAiChatGPT.pdf ├── chatgpt_examples.py ├── kiki.png ├── kiki_alpha.png ├── kiki_unicorn.png └── mask2_alpha.png ├── 500_Miscellanious ├── 10_Resnets.pdf ├── 20_ExtremeLearning.pdf ├── 30_Inception.pdf ├── 40_CnnDebugging.pdf ├── 50_VectorDatabases.pdf ├── 60_AttentionSelfAttention.pdf ├── cnn_hooks_end.py ├── cnn_hooks_start.py ├── elm.py ├── image_sim_end.py ├── image_sim_start.py ├── inception.py └── kiki.jpg ├── 600_ModelDeployment ├── ModelDeployment [Autosaved].pdf ├── ModelDeployment.pdf ├── app_gcp.py ├── app_helloworld.py ├── app_iris.py ├── app_iris_weights_in_cloud.py ├── model_class.py └── requirements.txt ├── 700_Agents ├── 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