Tools and Techniques
Bare bones Python implementations of some of the foundational Machine Learning models and algorithms. Even the matrix operations are performed "by hand" to show how they work.
Facebook recently open-sourced its forecasting tool, Prophet, for producing reliable forecasts at scale. It's available in R and Python, is fast, and is used by Facebook in production for planning and goal setting.
Practical introduction for creating Python-based data science projects. Starts with project structure and continues with deployment and maintenance.