Bayesian Statistics

Bayesian statistics is a Conditional Probability calculation method which uses evidence to perform inference(obtaining/approximating the posterior).

Bayesian Statistics uses Bayes Theorem formula to calculate Posterior Probability.

Finding analytical or exact solutions using Bayesian Statistics is not possible in more complex models. Therefore approximate inference methods are used:

• Variational Inference
• Markov Chain Monte-Carlo (MCMC)