Resources for bio-statistics and -informatics 

Here I am collecting free resources that I have found useful for biostatistics, programming, data analysis in biology, and more

Statistics and R:

Modern Statistics for Modern Biology - by Susan Holmes and Wolfgang Huber (R)

Bioinformatics and data analysis

Deep Learning (Adaptive Computation and Machine Learning series) - Ian Goodfellow and Yoshua Bengio and Aaron Courville

Applied Bioinformatics 2014 - by  Istvan Albert 

The Biologist’s Guide to Computing -  by Tjelvar Olsson

Data Analysis for the Life Sciences - by Rafael A Irizarry and Michael I Love

A Primer for Computational Biology - by Shawn T. O’Neil

Computational Genomics with R - by Altuna Akalin

Introduction to Computational Biology - by Michael Love

Applied genomics 2018 - by Michael Schatz and Charlotte Darby

HarvardX Biomedical Data Science Open Online Training - by Rafael Irizarry 

Computational biology - by Manolis kellis Video course on youtube 

An Introduction to Statistical Learning

Advanced biology classess videos on iBiology

All topics

Microscopy

Short Microscopy Series

Bioimage Analysis Course: The Life Cycle of an Image Data Set