carrtesy/pytorch_tutorial

Pytorch Tutorial

This repo records my practices on pytorch.

Introduction

Pytorch Tutorials - Complete Beginner Course: https://www.youtube.com/playlist?list=PLqnslRFeH2UrcDBWF5mfPGpqQDSta6VK4

• Tensor basics: https://github.com/dongminkim0220/pytorch_tutorial/blob/master/Tensors.ipynb
• autograd: https://github.com/dongminkim0220/pytorch_tutorial/blob/master/autograd.ipynb
• backprop, loss, and optimizer: https://github.com/dongminkim0220/pytorch_tutorial/blob/master/Backprop_Loss_Optimizer.ipynb
• regression models: https://github.com/dongminkim0220/pytorch_tutorial/blob/master/Regression_Models.ipynb
• dataloader: https://github.com/dongminkim0220/pytorch_tutorial/blob/master/dataloader.ipynb
• softmax and activations: https://github.com/dongminkim0220/pytorch_tutorial/blob/master/Softmax_and_Activation.ipynb
• feed forward and cnn: https://github.com/dongminkim0220/pytorch_tutorial/blob/master/forward_and_conv.ipynb
• transfer learning: https://github.com/dongminkim0220/pytorch_tutorial/blob/master/Transfer_Learning.ipynb
• RNN: https://github.com/dongminkim0220/pytorch_tutorial/blob/master/RNN_LSTM_GRU.ipynb

NLP

Pytorch Official NLP Tutorial

• NLP Basics(Char RNN): https://github.com/dongminkim0220/pytorch_tutorial/blob/master/NLP.ipynb