Difference between revisions of "Resources"

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*** [https://sites.ualberta.ca/~szepesva/RLBook.html Csaba Szepesvári. Algorithms for Reinforcement Learning]
 
*** [https://sites.ualberta.ca/~szepesva/RLBook.html Csaba Szepesvári. Algorithms for Reinforcement Learning]
 
*** [http://dl.acm.org/citation.cfm?id=2670001 Marco Wiering and Martijn van Otterlo. Reinforcement Learning: State-of-the-Art]
 
*** [http://dl.acm.org/citation.cfm?id=2670001 Marco Wiering and Martijn van Otterlo. Reinforcement Learning: State-of-the-Art]
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** [http://www.kdnuggets.com/2017/04/10-free-must-read-books-machine-learning-data-science.html KDNuggets "10 Free Must-Read Books for Machine Learning and Data Science"]
 
* Online resources:
 
* Online resources:
 
** [https://www.coursera.org/learn/machine-learning Andrew Ng's free online Coursera Machine Learning course]
 
** [https://www.coursera.org/learn/machine-learning Andrew Ng's free online Coursera Machine Learning course]
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** [http://playground.tensorflow.org/ TensorFlow Playground]
 
** [http://playground.tensorflow.org/ TensorFlow Playground]
 
** [https://distill.pub/2017/momentum/ Why Momentum Really Works]
 
** [https://distill.pub/2017/momentum/ Why Momentum Really Works]
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** [http://lamda.nju.edu.cn/weixs/project/CNNTricks/CNNTricks.html Xiu-Shen Wei's Must Know Tips/Tricks in Deep Neural Networks]
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** [https://medium.com/towards-data-science/secret-sauce-behind-the-beauty-of-deep-learning-beginners-guide-to-activation-functions-a8e23a57d046 Medium.com guide: Understanding Activation Functions]
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** [https://github.com/williamFalcon/DeepRLHacks John Schulman's Deep RL Hacks (summarized by William Falcon)]
 
*Online Courses
 
*Online Courses
 
** [https://www.coursera.org/learn/machine-learning Andrew Ng's Machine Learning course] and [https://www.coursera.org/specializations/deep-learning Coursera Deep Learning specialization]
 
** [https://www.coursera.org/learn/machine-learning Andrew Ng's Machine Learning course] and [https://www.coursera.org/specializations/deep-learning Coursera Deep Learning specialization]

Revision as of 10:45, 13 September 2017

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Machine Learning

Neural Network Learning