tlpchk / Probabilitic-Machine-Learning

My solutions and reports for course "Probabilistyczne Uczenie Maszynowe (PUMA)", Data Science, Wroclaw University of Science and Technology, 2020.

Probabilistic Machine Learning

My solutions and reports from the course "Probabilistic Machine Learning" at Data Science, Wrocław University of Technology, 2020.

Containing implementation and application of many probabilistic machine learning algorithms using Pyro, sklearn, PyTorch etc.

Some algorithms : MLE, MAP, MCMC, Bayesian Linear and Logistic Regression, GP, Mixture Models (GMM), PGM, Bayesian Neural Networks, VAE, LDA, HMM.