Causal Inference

• Book of Why by Judea Pearl
• *Introduction to Causal Inference from a Machine Learning Perspective* by Brady Neal
• Causal Inference for the Brave and True - a textbook and the best working example made by Matheus Facure Alves

Data Engineering

• Datatalk’s Data Engineering Zoomcamp
  • Notes from Zoomcamp
• The Data Warehouse Toolkit by Ralph Kimball and Margy Ross

Machine Learning

• Machine Learning Design Patterns by by Valliappa Lakshmanan, Sara Robinson, Michael Munn
• Designing Machine Learning Systems by Chip Huyen

Deep Learning

• FastAI course
• Full Stack Deep Learning

Other

• Data Science at the Command Line by Jeroen Janssens