dreambydream / pytorch-tutorial

Build your neural network easy and fast, 莫烦Python中文教学

If you'd like to use Tensorflow, no worries, I made a new Tensorflow Tutorial just like PyTorch. Here is the link: https://github.com/MorvanZhou/Tensorflow-Tutorial

pyTorch Tutorials

In these tutorials for pyTorch, we will build our first Neural Network and try to build some advanced Neural Network architectures developed recent years.

Thanks for liufuyang's notebook files which is a great contribution to this tutorial.

• pyTorch basic
  • torch and numpy
  • Variable
  • Activation
• Build your first network
  • Regression
  • Classification
  • An easy way
  • Save and reload
  • Train on batch
  • Optimizers
• Advanced neural network
  • CNN
  • RNN-Classification
  • RNN-Regression
  • AutoEncoder
  • DQN Reinforcement Learning
  • A3C Reinforcement Learning
  • GAN (Generative Adversarial Nets) / Conditional GAN
• Others (WIP)
  • Why torch dynamic
  • Train on GPU
  • Dropout
  • Batch Normalization

For Chinese speakers: All methods mentioned below have their video and text tutorial in Chinese. Visit 莫烦 Python for more. You can watch my Youtube channel as well.

Regression

Classification

CNN

RNN

Autoencoder

GAN (Generative Adversarial Nets)

Dropout

Batch Normalization

Donation

If this does help you, please consider donating to support me for better tutorials. Any contribution is greatly appreciated!