Collaborative and Reproducible Data Science

Overview

Syllabus

Syllabus for Statistics 159/259: Reproducible and Collaborative Statistical Data Science

Lectures

An interactive Git Tutorial: the tool you didn’t know you needed
Git Visuals
An overview of Jupyter tools
A quick, practical intro to the Jupyter Notebook
IPython: beyond plain Python
Custom Display Logic
Rich Output
Widgets without writing widgets: interact
Satellite sea surface temperatures along the West Coast of the United States during the 2014–2016 northeast Pacific marine heat wave
Climate, oceans and data
A quick guide to conda environments on our JupyterHub
Matplotlib: Beyond the basics
Documentation, JupyterBook and Github Pages
Data Serialization

Labs

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By Fernando Pérez and Facundo Sapienza
© Copyright 2022.