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170-0005-00L

Data Analysis and Machine Learning

Diese Lerneinheit gehört zu einem gemeinsamen Masterprogramm der ETH mit der Ashesi Universität Ghana. Die Einschreibung erfolgt an der Ashesi Universität.
VVZ CR n/a

Last Updated: 2026-07-21 00:35:38

Abstract

The course will cover: Random experiments, sample spaces, events| Probability measures| Conditional probability, Bayes rule.| Independence| Random variables (discrete & continuous) and their distributionfunction, Well-known distributions| Joint distributions| Expectation and variance| Covariance and correlation| Conditional expectation,Modes of convergence.

Objective

The course will introduce the foundations of learning and making predictions from data. We will discuss important machine learning algorithms used in practice, and provide hands-on experience in a course project.

General Information