Bayesian Logistic Regression in Python

How to solve binary classification problems using Bayesian methods in Python.

Bayesian Thinking — OpenAI DALL-E Generated Image by Author

Introduction

In this article, I will build a simple Bayesian logistic regression model using Pyro, a Python probabilistic programming package. This article will cover EDA, feature engineering, model build and evaluation. The focus is to provide a simple framework for Bayesian logistic regression. Therefore, the depth of the first two sections will be limited. The code used in this article …

bayesian-machine-learning bayesian-statistics logistic regression machine learning python