Difference between revisions of "AIClass"

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(Topics)
(Topics)
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*IBM Watson
 
*IBM Watson
  
*Hidden Markov Models
+
*Hidden Markov Models (lecture 6)
 
** [http://www.cs.ubc.ca/~murphyk/Bayes/rabiner.pdfom Rabiner Tutorial]
 
** [http://www.cs.ubc.ca/~murphyk/Bayes/rabiner.pdfom Rabiner Tutorial]
 
** [http://www.cs.sjsu.edu/faculty/stamp/RUA/HMM.pdf Stamp Review of Rabiner]
 
** [http://www.cs.sjsu.edu/faculty/stamp/RUA/HMM.pdf Stamp Review of Rabiner]
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** [http://en.wikipedia.org/wiki/Baum%E2%80%93Welch_algorithm Baum-Welch Algorithm]
 
** [http://en.wikipedia.org/wiki/Baum%E2%80%93Welch_algorithm Baum-Welch Algorithm]
  
*Bayesian Networks
+
*Bayesian Networks (lecture 4 and 5)
  
*Perceptrons/Neural Networks
+
*Perceptrons/Neural Networks (lecture 3 and 4)
 
** [http://harold.uits.indiana.edu/~jtillots/AI-class/lectures/lecture3/lecture3.txt Topics and Readings]
 
** [http://harold.uits.indiana.edu/~jtillots/AI-class/lectures/lecture3/lecture3.txt Topics and Readings]
 
** [http://page.mi.fu-berlin.de/rojas/neural/chapter/ Rojas' online Neural Network book]
 
** [http://page.mi.fu-berlin.de/rojas/neural/chapter/ Rojas' online Neural Network book]
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** [http://channel9.msdn.com/Events/Build/2013/2-401 Video on developing neural networks]
 
** [http://channel9.msdn.com/Events/Build/2013/2-401 Video on developing neural networks]
  
*Genetic Algorithms
+
*Genetic Algorithms (lecture 2)
 
** Readings
 
** Readings
 
*** http://burakkanber.com/blog/machine-learning-genetic-algorithms-part-1-javascript/
 
*** http://burakkanber.com/blog/machine-learning-genetic-algorithms-part-1-javascript/
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*** [http://harold.uits.indiana.edu/~jtillots/AI-class/lectures/lecture2/knapsack.c Data and data structure]
 
*** [http://harold.uits.indiana.edu/~jtillots/AI-class/lectures/lecture2/knapsack.c Data and data structure]
  
*Search
+
*Search (lecture 1)
 
** [http://harold.uits.indiana.edu/~jtillots/AI-class/lectures/lecture1/lecture1.txt Topics and Readings]
 
** [http://harold.uits.indiana.edu/~jtillots/AI-class/lectures/lecture1/lecture1.txt Topics and Readings]
 
** [http://harold.uits.indiana.edu/~jtillots/AI-class/lectures/lecture1 Slides]
 
** [http://harold.uits.indiana.edu/~jtillots/AI-class/lectures/lecture1 Slides]
 
** Homework
 
** Homework
 
*** [http://harold.uits.indiana.edu/~jtillots/AI-class/lectures/lecture1/tictactoe Minimax/AlphaBeta Pruning]
 
*** [http://harold.uits.indiana.edu/~jtillots/AI-class/lectures/lecture1/tictactoe Minimax/AlphaBeta Pruning]

Revision as of 17:57, 27 March 2014

Information

  • Class mailing list: AI-class@bloominglabs.org

Logging into the pogolinux box:

  At Bloominglabs: 192.168.1.100 port 2200
  Outside of Bloominglabs: bloominglabs.no-ip.org port 2200

For an ssh client for windows, I would use putty

Resources

Topics

  • IBM Watson
  • Bayesian Networks (lecture 4 and 5)
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