https://github.com/epfml/opt-shortcourse
Short Course on Optimization for Machine Learning - Slides and Practical Lab - Pre-doc Summer School on Learning Systems, July 3 to 7, 2017, Zürich, Switzerland
https://github.com/epfml/opt-shortcourse
Last synced: 6 months ago
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Short Course on Optimization for Machine Learning - Slides and Practical Lab - Pre-doc Summer School on Learning Systems, July 3 to 7, 2017, Zürich, Switzerland
- Host: GitHub
- URL: https://github.com/epfml/opt-shortcourse
- Owner: epfml
- Created: 2017-07-01T16:22:47.000Z (over 8 years ago)
- Default Branch: master
- Last Pushed: 2017-10-29T21:29:29.000Z (over 8 years ago)
- Last Synced: 2025-04-28T12:38:26.893Z (10 months ago)
- Language: Jupyter Notebook
- Homepage: http://mlo.epfl.ch
- Size: 32.3 MB
- Stars: 18
- Watchers: 8
- Forks: 12
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# Short Course on Optimization for Machine Learning
Lecture notes (2x ~90min) and practical lab materials with solutions (Python)
- [Lecture notes](https://github.com/epfml/opt-shortcourse/raw/master/lecture_optimization.pdf) ([annotated version](https://github.com/epfml/opt-shortcourse/raw/master/lecture_optimization_annotated.pdf))
- [Practical Labs](https://github.com/epfml/opt-shortcourse/tree/master/lab) (see handout.pdf. Python notebooks for exercises and solutions are provided, Python > 3.3 recommended)
As used in the
Pre-doc Summer School on Learning Systems,
July 3 to 7, 2017,
Zürich, Switzerland