Difference between revisions of "Learning Resources"

(Books)
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* [http://alex.smola.org/drafts/thebook.pdf Smola & Vishwanathan'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]
 
* [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]
+
* [https://probml.github.io/pml-book/ Murphy's book]
 
* [http://www.cs.huji.ac.il/~shais/UnderstandingMachineLearning/understanding-machine-learning-theory-algorithms.pdf Shalev-Shwartz & Ben-David'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://ai.stanford.edu/~nilsson/MLBOOK.pdf Nilsson's book]

Revision as of 16:04, 18 January 2021

Bayesian Nonparametrics

General Computational Neuroscience

Information Theory

Machine Learning

Books

Online Resources

Journal Club Tutorials

See Journal Club#Tutorials.

General Math

MATLAB

Python

Statistics

Neuroimaging analyses