Machine Learning

Graduate course, Interdisciplinary Space Master, University of Luxembourg, 2021

This course aims to provide an overview of machine learning techniques and their applications in the space field.

Course plan

Introduction to machine learning

Classification

Ensemble methods - Random forests

Regression

Regularization

ML Ops: Machine Learning Operations

Clustering

Neural networks

Natural Language Processing - Word embedding

Adversarial attacks

Project: Classifying galaxies, quasars, and stars with machine learning