CS231n Convolutional Neural Networks for Visual Recognition
course website
Homework
assignment1
- K-Nearest-Neighbor classifier
- Support Vector Machine
- Softmax classifier
- Two-Layer Neural Network
- Higher Level Representations:Image Features
assignment2
- Fully-connected Neural Network
- Batch Normalization
- Dropout
- ConvNet on CIFAR-10
assignment3
- Image Captioning with Vanilla RNNs
- Image Captioning with LSTMs
- Image Gradients: Saliency maps and Fooling Images
- Image Generation: Classes, Inversion, DeepDream