pygen

Collection of notebooks for the introductory lectures on python for data science

Structure

Folder data

Some datasets used for the lectures

Folder playground

Fast tutorial on Python data structures, lambda functions, object programming, numpy and pandas

Folder game

A simulated footbal game based on EA Fifa 2018 players data. Conceived to provide an example of object programming.

Folder analytics

A data analytics pipeline implemented using pandas. Takes examples from A. Géron, "Hands-On Machine Learning With Scikit-Learn and Tensorflow: Concepts, Tools, and Techniques to Build Intelligent Systems", O'Reilly, 2017.

READING

• Tutorial python
• Sklearn guide