Embedded Files
Software
Software
Weka (Java-based)
Scikit-Learn (Python-based)
Free Textbook
Free Textbook
The Elements of Statistical Learning: Data Mining, Inference, and Prediction.
Second Edition
Trevor Hastie, Robert Tibshirani, Jerome Friedman
Online Learning
Online Learning
S. Shalev-Shwartz Online Learning and Convex Optimization DOI: 10.1561/2200000018
No Free Lunch Theorem
No Free Lunch Theorem
Wolpert, David (1996), "The Lack of A Priori Distinctions between Learning Algorithms", Neural Computation, pp. 1341-1390.
PAC Learning
PAC Learning
D. Haussler. Overview of the Probably Approximately Correct (PAC) Learning Framework.
VC dimension
VC dimension
Active Learning
Active Learning
Active Learning Toolbox for Matlab
Another Active Learning Toolbox for Matlab
Introduction to Machine Learning
Introduction to Machine Learning
Videos by the mathematical monk
Tom Mitchell's Introduction to Machine Learning (CMU Course 10-701), Spring 2011, including video lectures.
Tom Mitchell and Nina Balcan's Introduction to Machine Learning (CMU Course 10-601), Spring 2015, including video lectures.
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