The exercise is based on multiple short (typically 2-4 pages) assignments. For most assignments a written report in Latex and Python Code has to be submitted via Email. Each student has to submit an individual assignment report and code.

The topics of the assignments are

Creating Latex Documents & Data handling (Latex env. setup, report template, reading & editing data files),

Programming in Python & Probability Theory (Python basics, Editor PyCharm, Workflow, variables, functions, classes, plotting, Gaussian distributions, sampling, plotting),

Linear Probabilistic Regression (features, least-squares regression derivation & implementation, regularization),