Requirements

• python 3.5.2
• Pytorch (http://pytorch.org/)
• matplotlib

Table of contents

• Basic Math Functions
• Basic Matrix Functions
• Variable and Automatic Gradient Calculation
• Linear Regression Example (Loss & Optimizer)
• MNIST CNN (cpu & gpu)
• Input Pipeline & Pretrained Model
• Autoencoder & Model Save
• Denoising Autoencoder
• Simple Character RNN
• Vanilla GAN (Layer naming & Multi gpu)
• InfoGAN using Least Squares loss