Statistics

Links

Bayesian Methods for Hackers - Introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python. (Web)

Stan - State-of-the-art platform for statistical modeling and high-performance statistical computation.

Statistical Thinking for the 21st Century - Open source textbook for statistics, with companions for R and Python. (Code)

Probability Distribution Toolbox - Folklore facts on probability distribution learning, testing, and whatever-ing.

Uncertainty Baselines - High-quality implementations of standard and SOTA methods on a variety of tasks.

Uncertainty Toolbox - Python toolbox for predictive uncertainty quantification, calibration, metrics, and visualization. (Tweet)

Causal Inference for The Brave and True - Light-hearted yet rigorous approach to learning impact estimation and sensitivity analysis. (Code)

Introduction to Modern Statistics Book - College-level open-source textbook with a modern approach highlighting multivariable relationships and simulation-based inference. (Code)

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