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e0287e lugonthier 2026-07-02 15:52:15
Add new content and images for machine learning and mathematics modules - Added images for regularization and high-dimensional inference. - Introduced Support Vector Machines (SVM) module with detailed explanations and images. - Created Decision Trees and Ensemble Methods module with comprehensive content and illustrations. - Added a Mathematics overview module and a refresher on mathematical concepts essential for machine learning. - Included SVG diagrams for Bayes' rule and multivariate Gaussian distribution.
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# Mathematics
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A short refresher of the mathematics the other courses build on: linear algebra, expectation and covariance, the multivariate Gaussian, and the Bayesian quantities (likelihood, prior, posterior, evidence).
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## Syllabus
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1. [Mathematical refresher](/en/Mathematics/01%20Mathematical%20refresher)
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