DecisionTree_RandomForest.iphnb
implements a DecisionTree and RandomForest classifier by using scikit-learn
Pytorch.ipynb
implements a full connected neural network and CNN by using pytorch and test in CIFA10
SVM.ipynb
implements a svm by using scikit-learn
e5_1im.m
implements a video compression algorithm which contains still image coding and motion estimation
fc_net.py
implements a full connected neural network class
layers.py
implements forward and backward pass of linear layer
linear_layer
implements a multiclass SVM and using score function (refer to CS231n)
neural_net
implements a two layer neural network
softmax
implements a multiclass SVM and using softmax loss