baiguosummer/cs231n-2019-assignments

Solution to CS231n Assignments 2019

cs231n-2019-assignments

Solutions to CS231n Assignments: Convolutional Neural Networks for Visual Recognition Link to course website - http://cs231n.stanford.edu/

Assignment 1:

• k-Nearest Neighbor classifier
  • Notebook
• Support Vector Machine
  • Notebook
• Softmax Classifier
  • Notebook
• Two-Layer Neural Network
  • Notebook
• Higher Level Representations: Image Features
  • Notebook

Assignment 2:

• Fully-connected Neural Network
  • Notebook
• Batch Normalization
  • Notebook
• Dropout
  • Notepad
• Convolutional Networks
  • Notebook
• PyTorch / TensorFlow on CIFAR-10
  • Tensorflow_Notebook, PyTorch_Notebook

Assignment 3:

• Image Captioning with Vanilla RNNs
  • Notebook
• Image Captioning with LSTMs
  • Notebook
• Network Visualization
  • Tensorflow_Notebook, PyTorch_Notebook
• Style Transfer
  • Tensorflow_Notebook, PyTorch_Notebook
• Generative Adversarial Networks
  • Notebook