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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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Foundations of machine learning: how to go from raw data to a trained, evaluated model.
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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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**Prerequisites:** basic Python and the [Mathematics](/en/Mathematics) course (linear algebra, probability, statistics).
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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## Syllabus
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1. [Introduction](/en/Machine%20Learning/01%20Introduction)
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2. [General concepts](/en/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. [Probabilistic formulation](/en/Machine%20Learning/03%20Probabilistic%20formulation)
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4. [Linear regression](/en/Machine%20Learning/04%20Linear%20regression)
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5. [Linear classification](/en/Machine%20Learning/05%20Linear%20classification)
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6. [Multilayer neural networks](/en/Machine%20Learning/06%20Multilayer%20neural%20networks)
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7. [Support Vector Machines](/en/Machine%20Learning/07%20Support%20Vector%20Machines)
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8. [Decision trees and ensemble methods](/en/Machine%20Learning/08%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](/en/MLOps) · [Home](/en)