Bayesian Modeling

Some books and courses

• Bayesian Modeling and Computation in Python
• Hierarchical Time Series With Prophet and PyMC
• Chris Fonnesbeck
  • Bayesian Computing Course
• Statistical Rethinking
  • Videos
• James-A. Goulet
  • Probabilistic Machine Learning for Civil Engineers
• David Blei
  • MLSS 2019, Variational Inference: Foundations and Innovations

Packages

PyMC

Gaussian Processes

• Gaussian Processes for Machine Learning
• Felipe Tobar
• A Visual Exploration of Gaussian Processes

Some people I love to listen to

• Michael Jordan
  • Nonparametric Bayesian Methods

Videos

• A Bayesian Approach to Media Mix Modeling