Atlas · GenAI 2026

Bayesian Statistics

Bayesian inference & probabilistic programming

conceptPeak: 2016Probability & Bayesian MethodsAI consensus: 2/3

Prerequisites

hardProbability Theory
Bayesian inference is built on probability distributions, Bayes' theorem, and likelihood — all of which require probability theory and information theory as prerequisites
hardStatistical Inference
Practical statistics (hypothesis testing, estimation) provides the frequentist baseline that Bayesian methods extend and contrast with

McElreath, R. (2020) Statistical Rethinking, 2nd ed. — best modern intro to applied Bayesian thinking; companion PyMC/Stan code available

Anthropic Opus

PyMC i Stan daja uncertainty quantification. W GenAI: kalibracja confidence scores, Bayesian optimization hiperparametrow

Google Deep Think

Estymacja rozkładów i modelowanie niepewności [G#2]