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2018-MachineLearning-Lectures-ESA

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In 2018, The European Space Agency (ESA) organized a series of 6 lectures on Machine Learning at the European Space Operations Centre (ESOC). This repository contains the lectures resources: presentations, notebooks and links to the videos (presentation and hands-on).

The topics covered are:

1. Machine Learning Introduction
   • presentation: video slides
2. Linear Regression and Support Vector Machines
   • presentation: video slides
   • hands-on: video notebook
3. Decision Trees and Random Forests
   • presentation: video slides
   • hands-on: video notebook
4. Neural Networks and Deep Learning
   • presentation: video slides
   • hands-on: video notebook
   • bonus: Introduction to GANs
5. Unsupervised Learning
   • presentation: video slides
   • hands-on: video notebook
6. Text Mining
   • presentation: video slides
   • hands-on: video notebook