Resources - site.solab.org

Resources

Useful resources for those starting computational projects in the solab!

Python

Google colab

Run python notebooks directly in your web-browser!
Alternatives:

Azure by Microsoft
Jupyter by mybinder.org
Anaconda - install on your own computer

A Whirlwind Tour of Python by J. VanderPlas

Introduction to Basic Python

Python Data Science Handbook by J. VanderPlas

Introduction to Scientific libraries used in Python

Mathematics and Statistics

3Blue1Brown - series of animated youtube videos

Advanced topics

The Elements of Statistical Learning by T. Hastie, R. Tibshirani and J. Friedman

Neural networks

Deep Learning with Python (not free, link to Amazon) by F. Chollet

BIG picture introduction to NN
Notebooks to go with the book.

Advanced topics

Deep Learning by I. Goodfellow, Y. Bengio and A. Courville

Reviews

Deep learning: new computational modelling techniques for genomics