Python Tutorials

Pycon

• Ned Batchelder: Getting Started Testing - PyCon 2014

Pydata

• Trey Causey: Testing for Data Scientists
• Joel Grus: Learning Data Science Using Functional Python
• Matthew Rocklin: Dask: out of core arrays with task scheduling

Scipy Video

• Scipy 2015 Video
• Scipy 2014 Video

Geospatial Tutorials

• Geospatial data in Python: Database, Desktop and the Web - Part 1
• Geospatial data in Python: Database, Desktop and the Web - Part 2
• Geospatial data in Python: Database, Desktop and the Web - Part 3
• Geospatial data in Python - Part 1 scipy 2013
• Geospatial data in Python - Part 2 scipy 2013
• Geospatial data in Python - Part 3 scipy 2013
• Geospatial data in Python - Part 4 scipy 2013
• Geospatial data in Python - Part 5 scipy 2013
• Geospatial data in Python - Part 6 scipy 2013
• GeoPandas

Various

• Physics and 3D in Python

Statistics Tutorials

Euroscipy

• Statistics in Python

SciPy 2014 | Chris Fonnesbeck

• Video of the Bayesian Statistical Analysis using Python - Part 1
• Video of the Bayesian Statistical Analysis using Python - Part 2
• Video of the Bayesian Statistical Analysis using Python - Part 3
• Github repository of the tutorial

SciPy 2015 | Chris Fonnesbeck

• Video of the Computational Statistics II
• Github Repository of the Computational Statistics II
• John Salvatier: Bayesian inference with PyMC 3

Books

• Probabilistic Programming & Bayesian Methods for Hackers