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Machine Learning - Revision history
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Kai at 2016-08-10T17:08:30
2016-08-10T17:08:30Z
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<p><b>New page</b></p><div><br /><br />
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=== <br />Introduction ===<br />
Machine Learning is a collection of data-oriented software techniques in the field of [[Artificial Intelligence]] for optimizing the performance of intelligent systems.<br />
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=== Supervised Learning ===<br />
* Linear Regression<br />
* Logistic Regression<br />
* Support Vector Machines<br />
** kernel trick<br />
* [[Maximum Likelihood Estimation]]<br />
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=== Unsupervised Learning ===<br />
* k Nearest Neighbors<br />
* Reinforcement Learning<br />
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=== Decision Theory ===<br />
Deals with the question of which actions to choose based on the level of confidence of our prediction.<br />
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=== External Resources ===<br />
* '''Online Course''' [https://www.coursera.org/learn/machine-learning Machine Learning, Andrew Ng, Coursera]<br />
** [http://cs229.stanford.edu/materials.html Lecture notes] for related Stanford course CS229<br />
* '''Online Course''' [https://www.udacity.com/courses/ud120 Intro To Machine Learning, Sebastian Thrun, Udacity]<br />
* '''Book''' [http://research.microsoft.com/en-us/um/people/cmbishop/PRML/ Pattern Recognition and Machine Learning, Bishop]<br />
* '''Book''' [http://www.pearsonhighered.com/educator/product/Neural-Networks-and-Learning-Machines-3E/9780131471399.page Neural Networks and Learning Machines, Haykin]<br />
* '''Book''' [http://eu.wiley.com/WileyCDA/WileyTitle/productCd-0471030031.html Statistical Learning Theory, Vapnik]</div>
Kai