LIS-YNP (Life Is Short-You Need Pytorch)
Based on Official Pytorch Tutorial and yunjey's pytorch-tutorial, this repository provides tutorial code for deep learning researchers to learn PyTorch 
.
There is also a PyTorch tutorial demonstrating modern techniques with readable code 👻.
If you are looking for some fun projects including neural talk, neural style, poem writing, anime generation and so on, you can read pytorch-book :squirrel:.
Of course, anything on github has its own "Awesome" 🌝. The Awesome-pytorch-list collected different models, implementations, helper libraries, tutorials, etc 💝.
All in all, Life Is Short, You Need Pytorch 😇.
Table of Contents
1. Basics
- Getting Started
- Autograd
- PyTorch Basics
- Linear Regression
- Logistic Regression
- Feedforward Neural Network
- Neural Networks
- Optional Data Parallelism
2. Intermediate
- Training a Classifier
- Convolutional Neural Network
- Deep Residual Network
- Recurrent Neural Network
- Bidirectional Recurrent Neural Network
- Language Model (RNN-LM)
3. Advanced
- Chatbot
- Finetuning Torchvision Models
- Generative Adversarial Networks
- Image Captioning (CNN-RNN)
- Neural Style Transfer
- NMT (Seq2Seq+Attention)
- Object Detection Finetuning
- Spatial Transformer Networks
- Variational Auto-Encoder
- Meta-Learning
4. Utilities
License
See the LICENSE file for this repository's licensing.