CS231n-2019 Solutions

My solutions to assignments of CS231n: Convolutional Neural Networks for Visual Recognition course.

Assignment 1

• k-Nearest Neighbor (kNN) solution
  • Notebook, KNearestNeighbor
• Training a Support Vector Machine solution
  • Notebook, SVM_Linaer, linear_classifier
• Implement a Softmax classifier solution
  • Notebook, softmax
• Two-Layer Neural Network solution
  • Notebook, Neural_Net
• Higher Level Representations: Image Features solution
  • Notebook

Assignment 2

• Fully-connected Neural Network
  • Notebook, optim
• Batch Normalization
  • Notebook
• Dropout
  • Notebook, fc_net
• Convolutional Networks
  • Notebook, cnn, layers
• PyTorch on CIFAR-10
  • Notebook

Assignment 3

• Image Captioning with Vanilla RNNs
  • Notebook
• Image Captioning with LSTMs
  • Notebook, rnn_layers, rnn
• General Adversarial Networks-PyTorch
  • Notebook
• Network Visualisation-PyTorch
  • Notebook
• Style Transfer-PyTorch
  • Notebook