Resources

Author

Marie-Hélène Burle

This section contains a list of general machine learning resources, resources specific to PyTorch, as well as resources for Python and fastai.

Machine learning

Alliance wiki ML page

Open-access preprints

Arxiv Sanity Preserver by Andrej Karpathy
ML papers in the computer science category on arXiv
ML papers in the stats category on arXiv
Distill ML research online journal

Advice and sources

Advice and sources from ML research student

Getting help

Stack Overflow [machine-learning] tag
Stack Overflow [deep-learning] tag
Stack Overflow [supervised-learning] tag
Stack Overflow [unsupervised-learning] tag
Stack Overflow [semisupervised-learning] tag
Stack Overflow [reinforcement-learning] tag
Stack Overflow [transfer-learning] tag
Stack Overflow [machine-learning-model] tag
Stack Overflow [learning-rate] tag
Stack Overflow [bayesian-deep-learning] tag

Free introductory courses

deeplearning.ai
fast.ai
Google

Lists of open datasets

benchmarks.ai
AIBench
kaggle
Wikipedia

PyTorch

Alliance wiki PyTorch page

Documentation

PyTorch website
PyTorch documentation
PyTorch tutorials
PyTorch online courses
PyTorch examples

Getting help

PyTorch Discourse forum
Stack Overflow [pytorch] tag
Stack Overflow [pytorch-dataloader] tag
Stack Overflow [pytorch-ignite] tag

Pre-trained models

PyTorch Hub

Python

Alliance wiki Python page

IDE

Project Jupyter
List of IDEs with description
Comparison of IDEs
Emacs Python IDE

Shell

IPython
bpython
ptpython

Getting help

Stack Overflow [python] tag

fastai

Documentation

Manual
Tutorials
Peer-reviewed paper

Book

Paperback version
Free MOOC version of part 1 of the book
Jupyter notebooks version of the book

Getting help

Discourse forum