Kind-PyTorch-Tutorial
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GunhoChoi
Kind PyTorch Tutorial for beginners
Requirements
- python 3.5.2
- Pytorch (http://pytorch.org/)
- Numpy
- matplotlib
Optional
- visdom (https://github.com/facebookresearch/visdom)
Table of contents
- Pytorch Tensor Basics
- 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
- Image Style Transfer using ResNet
- Semantic Segmentation (U-Net & Fusion-Net)
GunhoChoi