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PyMC3

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Model Perspective
Model Perspective
Sep 19, 2022 · Artificial Intelligence

Master Bayesian Linear Regression with PyMC3: A Hands‑On Guide

This tutorial explains how to use PyMC3 for Bayesian linear regression, covering model definition, data simulation, MAP estimation, advanced MCMC sampling with NUTS, and posterior analysis, all illustrated with complete Python code examples.

Bayesian inferenceMCMCPyMC3
0 likes · 11 min read
Master Bayesian Linear Regression with PyMC3: A Hands‑On Guide
DataFunTalk
DataFunTalk
Jun 28, 2021 · Fundamentals

Bayesian A/B Testing with PyMC3: A Practical Guide

This article introduces the motivation and logic behind A/B testing, highlights common misunderstandings of p‑values, and demonstrates how Bayesian A/B testing using PyMC3 can provide intuitive probability statements about which variant performs better, complete with Python code examples.

A/B testingBayesian statisticsPyMC3
0 likes · 12 min read
Bayesian A/B Testing with PyMC3: A Practical Guide