A journey into three intuitions: Common, Bayesian and Causal

Using one model to personalize ML results

Explore how Bayesian Optimization outperforms Grid Search in efficiency and performance over binary classification tasks.

From last-minute goals to coin tosses: How much does randomness influence the outcomes of games?

Learn how to move beyond prediction and actively make intervention through prescriptive modeling. This in-depth guide walks you through Bayesian approaches to system intervention, with practical…

Using GPU acceleration to speed up Bayesian Inference from months to minutes...

Learn Causal Structures and make inferences with Bayesian Methods: Python Tutorial The post A Practical Starters’ Guide to Causal Structure Learning with Bayesian Methods in Python appeared first on…

A sequential decision framework with Bayesian learning

Bayesian statistics has gone from déclassé to prestigious to ho-hum. It's odd that a mathematical technique ever stirred such strong feelings one way or the other.

The beta distribution is a conjugate prior for a binomial likelihood function, so it makes posterior probability calculations trivial: you simply add your data to the distribution parameters. If you start with a beta(α, β) prior distribution on a proportion…