├── HW0 ├── 01-Data │ ├── lena.png │ ├── lena_modified.png │ ├── matrixA.txt │ └── matrixB.txt ├── 02-Output │ ├── Q1_ans.txt │ └── ans_two.png ├── Q1.py ├── Q2.py └── README.md ├── HW1 ├── 01-Data │ ├── ans.csv │ ├── test.csv │ └── train.csv ├── 02-Output │ ├── Compare.png │ ├── Predict │ └── TrainProcess.png ├── README.md ├── doc │ └── 2017MLfall #1.pptx └── main.py ├── HW2 ├── 01-Data │ ├── X_test_my.csv │ ├── X_train_my.csv │ ├── Y_train_my.csv │ ├── test.csv │ └── train.csv ├── 02-Output │ ├── Predict │ ├── TrainProcess.png │ └── correct_answer.csv ├── DataProcessing.py ├── README.md ├── doc │ └── Machine Learning HW2.pptx ├── mainLR.py └── mainPG.py ├── HW3 ├── 02-Output │ ├── Cnn.png │ ├── DisplayData.png │ ├── Dnn.png │ ├── cnnConfusionMatrix.png │ ├── cnnDisplayData.png │ ├── cnnFiltersResultImage2activation_1.png │ ├── cnnFiltersResultImage2activation_2.png │ ├── cnnFiltersResultImage2activation_3.png │ ├── cnnFiltersResultImage2activation_4.png │ ├── cnnFiltersResultImage2conv2d_1.png │ ├── cnnFiltersResultImage2conv2d_2.png │ ├── cnnFiltersResultImage2conv2d_3.png │ ├── cnnFiltersResultImage2conv2d_4.png │ ├── cnnFiltersWhiteNoiseactivation_1.png │ ├── cnnFiltersWhiteNoiseactivation_2.png │ ├── cnnFiltersWhiteNoiseactivation_3.png │ ├── cnnFiltersWhiteNoiseactivation_4.png │ ├── cnnFiltersWhiteNoiseconv2d_1.png │ ├── cnnFiltersWhiteNoiseconv2d_2.png │ ├── cnnFiltersWhiteNoiseconv2d_3.png │ ├── cnnFiltersWhiteNoiseconv2d_4.png │ ├── cnnLossAccuracyCurves.png │ ├── cnnSaliencyMapAngry.png │ ├── cnnSaliencyMapDisgust.png │ ├── cnnSaliencyMapFear.png │ ├── cnnSaliencyMapHappy.png │ ├── cnnSaliencyMapNeutral.png │ ├── cnnSaliencyMapSad.png │ ├── cnnSaliencyMapSurprise.png │ ├── dnnConfusionMatrix.png │ ├── dnnLossAccuracyCurves.png │ └── gencnnLossAccuracyCurves.png ├── Base.py ├── DataProcessing.py ├── Model.py ├── Plot.py ├── Predict.py ├── README.md ├── Train.py ├── __init__.py ├── doc │ └── Machine Learning HW3.pptx └── main.py ├── HW4 ├── Base │ ├── DataProcessing.py │ ├── Model.py │ ├── Predict.py │ ├── Train.py │ ├── Utility.py │ ├── __init__.py │ └── __pycache__ │ │ ├── DataProcessing.cpython-36.pyc │ │ ├── Model.cpython-36.pyc │ │ ├── Predict.cpython-36.pyc │ │ ├── Train.cpython-36.pyc │ │ ├── Utility.cpython-36.pyc │ │ └── __init__.cpython-36.pyc ├── README.md ├── Test.py ├── doc │ └── ml-2017fall-hw4.pptx └── mainRnn.py ├── HW5 ├── 01-Data │ ├── SampleSubmisson.csv │ ├── movies.csv │ ├── test.csv │ ├── train.csv │ └── users.csv ├── 02-Output │ ├── BiasLossCurves.png │ ├── BiasNormalLossCurves.png │ ├── BiasNormalTSNE.png │ ├── Biasmodel.png │ ├── DeepLossCurves.png │ ├── Deepmodel.png │ ├── Instructions1.png │ ├── unBiasLossCurves.png │ └── unBiasmodel.png ├── Base │ ├── DataProcessing.py │ ├── Model.py │ ├── Plot.py │ ├── Predict.py │ ├── Train.py │ └── Utility.py ├── README.md ├── Test.py ├── doc │ └── Machine Learning Homework 5.pptx └── main.py ├── HW6 ├── Output │ ├── pca │ │ ├── AvgFace.png │ │ ├── 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