Difference between revisions of "Machine learning"
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| − | == | + | == Machine learning books == |
| + | * [http://personal.disco.unimib.it/Vanneschi/McGrawHill_-_Machine_Learning_-Tom_Mitchell.pdf Tom Mitchell's book] | ||
| + | * [http://alex.smola.org/drafts/thebook.pdf Smola & Vishwanathan's book] | ||
| + | * [http://ciml.info/dl/v0_8/ciml-v0_8-all.pdf Daume's book] | ||
| + | * [https://www.cs.ubc.ca/~murphyk/MLbook/pml-intro-22may12.pdf Murphy's book] | ||
| + | * [http://www.cs.huji.ac.il/~shais/UnderstandingMachineLearning/understanding-machine-learning-theory-algorithms.pdf Shalev-Shwartz & Ben-David's book] | ||
| + | * [http://ai.stanford.edu/~nilsson/MLBOOK.pdf Nilsson's book] | ||
| + | * [http://www2.ift.ulaval.ca/~chaib/IFT-4102-7025/public_html/Fichiers/Machine_Learning_in_Action.pdf Harrington's book] | ||
* [http://www.deeplearningbook.org/ Online book] (free) from Ian Goodfellow, Yoshua Bengio, and Aaron Courville | * [http://www.deeplearningbook.org/ Online book] (free) from Ian Goodfellow, Yoshua Bengio, and Aaron Courville | ||
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Revision as of 14:47, 7 April 2016
Our Journal Club slides about ML will be posted here.
- Machine learning introduction - Gunnar
- Linear Regression - Sisi
- Linear Classification - Parisa
- Markov Chain Montre Carlo - Gunnar
Machine learning books
- Tom Mitchell's book
- Smola & Vishwanathan's book
- Daume's book
- Murphy's book
- Shalev-Shwartz & Ben-David's book
- Nilsson's book
- Harrington's book
- Online book (free) from Ian Goodfellow, Yoshua Bengio, and Aaron Courville
