The repository contains solutions to the laboratories from the 'Elements of Statistical Machine Learning' course at AGH in 2023.
The leading programming language during this course - Python 🐍.
🧩 lab01 - Monte Carlo introduction to Python, NumPy and Jupyter notebooks
🧩 lab02 - Gaussian models
🧩 lab03 - Linear Regression
🧩 lab04 - Gaussian Processes Regresion and its Applications
🧩 lab05 - Multinomial logistic regression
🧩 lab06 - Introduction to Tensorflow and Tensorflow Probability
🧩 lab07 - MCMC Inference in Hierarchical Bayesian Models