GitHub - CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers: aka \"Bayesian Methods for Hackers\

Abstraction: Open-source computation-first Bayesian inference book using PyMC

Key points:

• Book by Cam Davidson-Pilon; computation/understanding-first approach, mathematics second
• Uses PyMC as the probabilistic programming language with NumPy, SciPy, Matplotlib
• Six chapters covering inference, MCMC, large-numbers theorem, loss functions, and priors
• Available as interactive Jupyter notebooks on GitHub or as a printed Addison-Wesley book
• Printed edition adds a chapter on Bayesian A/B testing and end-of-chapter answers
• Open-source development model; community pull requests welcome

Connections: Pymc · Github · Bayesian Inference · Probabilistic Programming · Markov Chain Monte Carlo

Source: https://github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers