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<DT><bf>(Sep 30)</bf>  Neural Networks: Feedforward Networks
  [ <!WA51><!WA51><!WA51><!WA51><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture14.ps"><em> postscript</em></a>;
    <!WA52><!WA52><!WA52><!WA52><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture14-2perpg.ps"><em> postscript, 2 per page</em></a>; 
    <!WA53><!WA53><!WA53><!WA53><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture14/lecture14.html"><em>html</em></a>    ]<br>
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<DT><bf>(Oct 2)</bf>  Neural Networks: Backpropagation
  [ <!WA54><!WA54><!WA54><!WA54><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture15.ps"><em> postscript</em></a>;
    <!WA55><!WA55><!WA55><!WA55><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture15-2perpg.ps"><em> postscript, 2 per page</em></a>; 
    <!WA56><!WA56><!WA56><!WA56><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture15/lecture15.html"><em>html</em></a>    ]<br>
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<DT><bf>(Oct 4)</bf>  ML Applications
  [ <!WA57><!WA57><!WA57><!WA57><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture16.ps"><em> postscript</em></a>;
    <!WA58><!WA58><!WA58><!WA58><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture16-2perpg.ps"><em> postscript, 2 per page</em></a>; 
    <!WA59><!WA59><!WA59><!WA59><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture16/lecture16.html"><em>html</em></a>    ]<br>
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<DT><bf>(Oct 7)</bf>  History of AI; Rule-Based Systems
  [ <!WA60><!WA60><!WA60><!WA60><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture17.ps"><em> postscript</em></a>;
    <!WA61><!WA61><!WA61><!WA61><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture17-2perpg.ps"><em> postscript, 2 per page</em></a>; 
    <!WA62><!WA62><!WA62><!WA62><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture17/lecture17.html"><em>html</em></a>    ]<br>
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<DT><bf>(Oct 9)</bf>  Forward Chaining Rule-Based Systems
  [ <!WA63><!WA63><!WA63><!WA63><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture18.ps"><em> postscript</em></a>;
    <!WA64><!WA64><!WA64><!WA64><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture18-2perpg.ps"><em> postscript, 2 per page</em></a>; 
    <!WA65><!WA65><!WA65><!WA65><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture18/lecture18.html"><em>html</em></a>    ]<br>
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<DT><bf>(Oct 16)</bf>  Backward Chaining Rule-Based Systems
  [ <!WA66><!WA66><!WA66><!WA66><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture19.ps"><em> postscript</em></a>;
    <!WA67><!WA67><!WA67><!WA67><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture19-2perpg.ps"><em> postscript, 2 per page</em></a>; 
    <!WA68><!WA68><!WA68><!WA68><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture19/lecture19.html"><em>html</em></a>    ]<br>
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<DT><bf>(Oct 23)</bf> Knowledge Representation: Semantic Nets
  [ <!WA69><!WA69><!WA69><!WA69><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture20.ps"><em> postscript</em></a>;
    <!WA70><!WA70><!WA70><!WA70><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture20-2perpg.ps"><em> postscript, 2 per page</em></a>; 
    <!WA71><!WA71><!WA71><!WA71><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture20/lecture20.html"><em>html</em></a>    ]<br>
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<DT><bf>(Oct 25)</bf> Representing Facts in First-Order Logic
  [ <!WA72><!WA72><!WA72><!WA72><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture21.ps"><em> postscript</em></a>;
    <!WA73><!WA73><!WA73><!WA73><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture21-2perpg.ps"><em> postscript, 2 per page</em></a>; 
    <!WA74><!WA74><!WA74><!WA74><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture21/lecture21.html"><em>html</em></a>    ]<br>
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<DT><bf>(Oct 28)</bf> Resolution Theorem Proving; Conversion to Clause Form
  [ <!WA75><!WA75><!WA75><!WA75><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture22.ps"><em> postscript</em></a>;
    <!WA76><!WA76><!WA76><!WA76><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture22-2perpg.ps"><em> postscript, 2 per page</em></a>; 
    <!WA77><!WA77><!WA77><!WA77><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture22/lecture22.html"><em>html</em></a>    ]<br>
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<DT><bf>(Oct 30)</bf> Unification; Selection of Clauses
  [ <!WA78><!WA78><!WA78><!WA78><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture23.ps"><em> postscript</em></a>;
    <!WA79><!WA79><!WA79><!WA79><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture23-2perpg.ps"><em> postscript, 2 per page</em></a>; 
    <!WA80><!WA80><!WA80><!WA80><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture23/lecture23.html"><em>html</em></a>    ]<br>
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<DT><bf>(Nov 1)</bf> Intro to Planning; The Frame Problem
  [ <!WA81><!WA81><!WA81><!WA81><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture24.ps"><em> postscript</em></a>;
    <!WA82><!WA82><!WA82><!WA82><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture24-2perpg.ps"><em> postscript, 2 per page</em></a>; 
    <!WA83><!WA83><!WA83><!WA83><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture24/lecture24.html"><em>html</em></a>    ]<br>
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<DT><bf>(Nov 4)</bf> Partial Order Planning (I)
  [ <!WA84><!WA84><!WA84><!WA84><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture25.ps"><em> postscript</em></a>;
    <!WA85><!WA85><!WA85><!WA85><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture25-2perpg.ps"><em> postscript, 2 per page</em></a>; 
    <!WA86><!WA86><!WA86><!WA86><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture25/lecture25.html"><em>html</em></a>    ]<br>
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<DT><bf>(Nov 6)</bf> Partial Order Planning (II)
  [ <!WA87><!WA87><!WA87><!WA87><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture26.ps"><em> postscript</em></a>;
    <!WA88><!WA88><!WA88><!WA88><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture26-2perpg.ps"><em> postscript, 2 per page</em></a>; 
    <!WA89><!WA89><!WA89><!WA89><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture26/lecture26.html"><em>html</em></a>    ]<br>
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<DT><bf>(Nov 11)</bf> Hierarchical Planning, Reasoning Under
Uncertainty (intro)
  [ <!WA90><!WA90><!WA90><!WA90><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture27.ps"><em> postscript</em></a>;
    <!WA91><!WA91><!WA91><!WA91><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture27-2perpg.ps"><em> postscript, 2 per page</em></a>; 
    <!WA92><!WA92><!WA92><!WA92><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture27/lecture27.html"><em>html</em></a>    ]<br>
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<DT><bf>(Nov 13)</bf> Probabilistic Reasoning, Bayesian Inference 
  [ <!WA93><!WA93><!WA93><!WA93><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture28.ps"><em> postscript</em></a>;
    <!WA94><!WA94><!WA94><!WA94><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture28-2perpg.ps"><em> postscript, 2 per page</em></a>; 
    <!WA95><!WA95><!WA95><!WA95><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture28/lecture28.html"><em>html</em></a>    ]<br>
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<DT><bf>(Nov 15)</bf> Belief Networks
  [ <!WA96><!WA96><!WA96><!WA96><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture29.ps"><em> postscript</em></a>;
    <!WA97><!WA97><!WA97><!WA97><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture29-2perpg.ps"><em> postscript, 2 per page</em></a>; 
    <!WA98><!WA98><!WA98><!WA98><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture29/lecture29.html"><em>html</em></a>    ]<br>
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<DT><bf>(Nov 18)</bf> Natural Language Processing (intro)
  [ <!WA99><!WA99><!WA99><!WA99><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture30.ps"><em> postscript</em></a>;
    <!WA100><!WA100><!WA100><!WA100><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture30-2perpg.ps"><em> postscript, 2 per page</em></a>; 
    <!WA101><!WA101><!WA101><!WA101><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture30/lecture30.html"><em>html</em></a>    ]<br>
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<DT><bf>(Nov 20)</bf> Syntactic Analysis: top-down parsing
  [ <!WA102><!WA102><!WA102><!WA102><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture31.ps"><em> postscript</em></a>;
    <!WA103><!WA103><!WA103><!WA103><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture31-2perpg.ps"><em> postscript, 2 per page</em></a>; 
    <!WA104><!WA104><!WA104><!WA104><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture31/lecture31.html"><em>html</em></a>    ]<br>
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<DT><bf>(Nov 22)</bf> Sentence Analysis: bottom-up chart parsing
  [ <!WA105><!WA105><!WA105><!WA105><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture32.ps"><em> postscript</em></a>;
    <!WA106><!WA106><!WA106><!WA106><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture32-2perpg.ps"><em> postscript, 2 per page</em></a>; 
    <!WA107><!WA107><!WA107><!WA107><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture32/lecture32.html"><em>html</em></a>    ]<br>
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<DT><bf>(Nov 25)</bf> Conceptual Sentence Analysis: the CIRCUS parser;
The Problem of Inference
  [ <!WA108><!WA108><!WA108><!WA108><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture33.ps"><em> postscript</em></a>;
    <!WA109><!WA109><!WA109><!WA109><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture33-2perpg.ps"><em> postscript, 2 per page</em></a>; 
    <!WA110><!WA110><!WA110><!WA110><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/lectures/lecture33/lecture33.html"><em>html</em></a>    ]<br>
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<DT><bf>(Nov 27)</bf> Machine Learning of Natural Language (no on-line notes)
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<H2><A NAME = "3">CS472 Homeworks and Solutions</a></H2>

<!WA111><!WA111><!WA111><!WA111><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/hwk/hwk1.ps">
Homework 1</a> (due Monday, 9/16)[<!WA112><!WA112><!WA112><!WA112><a href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/hwk/hwk1/hwk1.html">html</a>] <br>
<!WA113><!WA113><!WA113><!WA113><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/hwk/hwk1-sol.ps">
Homework 1 Solutions</a> [<!WA114><!WA114><!WA114><!WA114><a href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/hwk/hwk1-sol/hwk1-sol.html">html</a>] <br>
<!WA115><!WA115><!WA115><!WA115><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/hwk/hwk2.ps">
Homework 2</a> (due Monday, 9/30)[<!WA116><!WA116><!WA116><!WA116><a href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/hwk/hwk2/hwk2.html">html</a>] <br>
<!WA117><!WA117><!WA117><!WA117><A href="http://www.cs.cornell.edu/Info/Courses/Current/CS472/hwk/hwk2-sol.ps">