Difference between revisions of "AIClass"

From Bloominglabs
Jump to: navigation, search
(→‎Information)
(→‎Information)
 
(36 intermediate revisions by 2 users not shown)
Line 2: Line 2:
 
* Class mailing list: AI-class@bloominglabs.org
 
* Class mailing list: AI-class@bloominglabs.org
  
−
* [http://harold.uits.indiana.edu/~jtillots/AI-class Class lectures]
+
* [http://harold.uits.indiana.edu/~jtillots/AI-class/lectures Class lectures]
−
 
+
−
Logging into the pogolinux box:
+
−
<pre>
+
−
  At Bloominglabs: 192.168.1.100 port 2200
+
−
  Outside of Bloominglabs: bloominglabs.no-ip.org port 2200
+
−
</pre>
+
−
 
+
−
For an ssh client for windows, I would use  [http://www.chiark.greenend.org.uk/~sgtatham/putty/download.html putty]
+
  
 
== Resources ==
 
== Resources ==
Line 16: Line 8:
 
* [http://inst.eecs.berkeley.edu/~cs188/fa11/lectures.html Berkeley course]
 
* [http://inst.eecs.berkeley.edu/~cs188/fa11/lectures.html Berkeley course]
 
* [http://videolectures.net/ http://videolectures.net/]
 
* [http://videolectures.net/ http://videolectures.net/]
 +
 +
== Topics ==
 +
 +
*Philosophy of Mind (lecture 10)
 +
** [http://harold.uits.indiana.edu/~jtillots/AI-class/lectures/lecture10/Chap26.pdf Reading]
 +
 +
*Learning (lecture 9)
 +
** [http://harold.uits.indiana.edu/~jtillots/AI-class/lectures/lecture9/Chap20-21.pdf Reading]
 +
 +
*Vision (lecture 8)
 +
** [http://harold.uits.indiana.edu/~jtillots/AI-class/lectures/lecture8/chap24.pdf Reading]
 +
** [http://ninedegreesbelow.com/photography/all-the-colors.html RBG Color Gamuts]
 +
** [http://homepage.cs.uiowa.edu/~cwyman/classes/spring08-22C251/homework/canny.pdf Canny Edge Detection Algorithm]
 +
 +
*IBM Watson (lecture 7)
 +
**[http://www.slideshare.net/jahendler/watson-summer-review82013final Watson at RPI (Slide Presentation)]
 +
**[http://nlp.cs.rpi.edu/course/spring14/nlp.html Open Source Watson]
 +
**[https://mu.lti.cs.cmu.edu/trac/oaqa CMU's OAQA (Open Advancement of Question Answering)]
 +
**[https://www.ibm.com/developerworks/community/blogs/InsideSystemStorage/entry/ibm_watson_how_to_build_your_own_watson_jr_in_your_basement7?lang=en How to build your own "Watson Jr." in your basement]
 +
<!-- **[http://harold.uits.indiana.edu/~jtillots/AI-class/lectures/lecture7/watson/ Articles]
 +
**Read:
 +
***[http://harold.uits.indiana.edu/~jtillots/AI-class/lectures/lecture7/watson/01Introduction.pdf Introduction]
 +
***[http://harold.uits.indiana.edu/~jtillots/AI-class/lectures/lecture7/watson/12IdentifyImplicitRelationships.pdf Identifying Implicit Relationships]
 +
***[http://harold.uits.indiana.edu/~jtillots/AI-class/lectures/lecture7/watson/03DeepParsing.pdf Deep Parsing]
 +
***[http://harold.uits.indiana.edu/~jtillots/AI-class/lectures/lecture7/watson/07Typing.pdf Typing]
 +
***[http://harold.uits.indiana.edu/~jtillots/AI-class/lectures/lecture7/watson/05AutomaticKnowledgeExtraction.pdf Automatic Knowledge Extraction] -->
 +
 +
*Hidden Markov Models (lecture 6)
 +
** [http://harold.uits.indiana.edu/~jtillots/AI-class/lectures/lecture6/notes.txt Lecture notes]
 +
** [http://www.cs.ubc.ca/~murphyk/Bayes/rabiner.pdf Rabiner Tutorial]
 +
** [http://www.cs.sjsu.edu/faculty/stamp/RUA/HMM.pdf Stamp Review of Rabiner]
 +
** [http://sifaka.cs.uiuc.edu/course/498cxz05f/hmm.pdf Zhai Tutorial]
 +
** [http://en.wikipedia.org/wiki/Viterbi_algorithm Viterbi Algorithm]
 +
** [http://en.wikipedia.org/wiki/Baum%E2%80%93Welch_algorithm Baum-Welch Algorithm]
 +
** [http://nlp.stanford.edu/fsnlp/ Foundations of Statistical Natural Language Processing]
 +
 +
*Bayesian Networks (lecture 4 and 5)
 +
** [http://inst.eecs.berkeley.edu/~cs188/fa11/slides/FA11%20cs188%20lecture%2014%20--%20bayes%20nets%20II%20(2PP).pdf Bayesian I]
 +
** [http://inst.eecs.berkeley.edu/~cs188/fa11/slides/FA11%20cs188%20lecture%2015%20--%20bayes%20nets%20III%20(2PP).pdf Bayesian II]
 +
** [http://www.cs.cmu.edu/~ggordon/10601/hws/hw2/hw2.pdf Homework]
 +
** [http://www.cs.cmu.edu/~ggordon/10601/hws/hw2/hw2_sol.pdf Solutions]
 +
 +
*Perceptrons/Neural Networks (lecture 3 and 4)
 +
** [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://www.stanford.edu/group/pdplab/pdphandbook/handbook.pdf Explorations in Parallel Distributed Processing]
 +
** [http://www.stanford.edu/group/pdplab/pdphandbook/ Online version of Explorations in PDP]
 +
** [http://www.stanford.edu/group/pdplab/resources.html#pdptool PDP software]
 +
** [http://channel9.msdn.com/Events/Build/2013/2-401 Video on developing neural networks]
 +
 +
*Genetic Algorithms (lecture 2)
 +
** Readings
 +
*** http://burakkanber.com/blog/machine-learning-genetic-algorithms-part-1-javascript/
 +
*** http://burakkanber.com/blog/machine-learning-genetic-algorithms-in-javascript-part-2/
 +
** Online examples
 +
***  http://www.rennard.org/alife/english/gavgb.html
 +
*** https://www.ads.tuwien.ac.at/raidl/tspga/TSPGA.html
 +
** [http://harold.uits.indiana.edu/~jtillots/AI-class/lectures/lecture2/GAs Examples from class]
 +
** Homework
 +
*** Implement an algorithm that solves the knapsack problem
 +
*** See the second reading for a description of the problem
 +
*** [http://harold.uits.indiana.edu/~jtillots/AI-class/lectures/lecture2/knapsack.c Data and data structure]
 +
 +
*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 Slides]
 +
** Homework
 +
*** [http://harold.uits.indiana.edu/~jtillots/AI-class/lectures/lecture1/tictactoe Minimax/AlphaBeta Pruning]

Latest revision as of 00:19, 6 February 2015

[edit] Information

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

[edit] Resources

[edit] Topics

  • Philosophy of Mind (lecture 10)
Retrieved from "http://irc.bloominglabs.org/index.php?title=AIClass&oldid=2140"
Personal tools