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1c3139 Lucas Gonthier 2026-06-30 12:04:21
Initial commit: course content (Machine Learning, MLOps) in EN and FR Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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# Machine Learning
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Les fondements du machine learning : passer de données brutes à un modèle entraîné et évalué.
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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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**Prérequis :** Python de base et le cours [Mathematics](/fr/Mathematics) (algèbre linéaire, probabilités, statistiques).
1c3139 Lucas Gonthier 2026-06-30 12:04:21
Initial commit: course content (Machine Learning, MLOps) in EN and FR Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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## Programme
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1. [Introduction](/fr/Machine%20Learning/01%20Introduction)
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2. [Concepts généraux](/fr/Machine%20Learning/02%20General%20concepts)
0ad9b6 lugonthier 2026-07-10 12:03:30
Remove "07 Regularization and high-dimensional inference" chapter and add "07 Support Vector Machines" and "08 Decision trees and ensemble methods" chapters with corresponding images.
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3. [Formulation probabiliste](/fr/Machine%20Learning/03%20Probabilistic%20formulation)
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4. [Régression linéaire](/fr/Machine%20Learning/04%20Linear%20regression)
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5. [Classification linéaire](/fr/Machine%20Learning/05%20Linear%20classification)
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6. [Réseaux de neurones multi-couches](/fr/Machine%20Learning/06%20Multilayer%20neural%20networks)
81a3ca lugonthier 2026-07-28 13:29:31
slide 01
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7. [Arbres de décision et méthodes d'ensemble](/fr/Machine%20Learning/07%20Decision%20trees%20and%20ensemble%20methods)
1c3139 Lucas Gonthier 2026-06-30 12:04:21
Initial commit: course content (Machine Learning, MLOps) in EN and FR Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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1a0e72 lugonthier 2026-07-01 15:43:09
Update navigation links for consistency in English and French MLOps and Machine Learning documents
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[MLOps](/fr/MLOps) · [Accueil](/fr)