Bayesian Regression

This is a collection of solved tutorials evolving around Bayesian regression.

References

• An Introduction to Bayesian Thinking
  • Introduction to Bayesian Regression
• Probabilistic-Programming-and-Bayesian-Methods-for-Hackers
• CPSC 440: Advanced Machine Learning: Bayesian Regression
• Applied Bayesian Inference with PyMC3 Part 1
• Applied Bayesian Inference with PyMC3 Part 2
• Applied Bayesian Inference with PyMC3 and Bambi Part 3
• Bayesian Linear Regression Project
• Linear Regression: Frequentist and Bayesian
• Bayesian Modeling with PYMC3
• Bayesian Inference with PyMC3: pt 2 making predictions
• Curve fitting
• Show confidence limits and prediction limits in scatter plot

Software Packages

• BAyesian Model-Building Interface (Bambi) in Python
• Learn PyMC & Bayesian modeling