Deep-Learnig

2020 COSE474

hw1

linear regression

hw2

1. k-nearest neighbors
2. SVM-loss classifier
3. softmax classifier

hw3 (numpy)

2-layer neural network

hw4 (numpy)

1. CNN
2. mnist train set

hw5 (numpy)

Implement a neural network classifier for MNIST dataset.

1. forward
2. backprop
3. update weights

hw6 (pytorch)

Implement a classifier for CIFAR-10 dataset using pytorch