imanlab / tutorial_dl_pytorch

This repo contains the code of pytorch tutorial. Chiara Bigi is maintaining it.

PyTorch Tutorials - Getting started

Table of Contents

• Videos

• General Topics

• LSTM

Videos

Video that I found useful that covers all the main topics of Deep Learning (in PyTorch) in an introductory but practical way: https://www.youtube.com/watch?v=c36lUUr864M

General Topics

What is a Tensor: https://pytorch.org/tutorials/beginner/basics/tensorqs_tutorial.html

Building Models with PyTorch: https://pytorch.org/tutorials/beginner/introyt/modelsyt_tutorial.html

Loading Datasets: https://pytorch.org/tutorials/beginner/basics/data_tutorial.html

Gradients: https://pytorch.org/tutorials/beginner/basics/autogradqs_tutorial.html

Training: https://pytorch.org/tutorials/beginner/basics/optimization_tutorial.html

Saving and Loading Models: https://pytorch.org/tutorials/beginner/basics/saveloadrun_tutorial.html

LSTM

1 Introduction to LSTMS: https://towardsdatascience.com/pytorch-lstms-for-time-series-data-cd16190929d7

2 LSTMS (Practical intro): https://colab.research.google.com/github/dlmacedo/starter-academic/blob/master/content/courses/deeplearning/notebooks/pytorch/Time_Series_Prediction_with_LSTM_Using_PyTorch.ipynb

3 Video related to Time sequence prediction with LSTM: https://www.youtube.com/watch?v=AvKSPZ7oyVg

Deep Learning book with PyTorch implementations

http://d2l.ai/