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Date: Mon, 11 Nov 1996 02:51:58 GMTServer: NCSA/1.5Content-type: text/htmlLast-modified: Mon, 29 Apr 1996 19:08:10 GMTContent-length: 12276<HTML><HEAD><TITLE> CS 760 - Machine Learning </TITLE></HEAD><BODY><!WA0><!WA0><!WA0><!WA0><!WA0><!WA0><!WA0><!WA0><!WA0><IMG ALIGN=MIDDLE SRC="http://www.cs.wisc.edu/~shavlik//~pubs/icons/badger.gif" ALT="University of Wisconsin -- Madison"><!WA1><!WA1><!WA1><!WA1><!WA1><!WA1><!WA1><!WA1><!WA1><IMG ALIGN=MIDDLE SRC="http://www.cs.wisc.edu/~shavlik//~pubs/icons/uwlogo.qtr.gif"><H1> CS 760 - Machine Learning (Spring 1996) </H1><!WA2><!WA2><!WA2><!WA2><!WA2><!WA2><!WA2><!WA2><!WA2><img src="http://www.cs.wisc.edu/~shavlik//~shavlik/images/rainline.gif"><P><H2> General Course Information </H2> <UL> <LI> <EM>Instructor:</EM> <!WA3><!WA3><!WA3><!WA3><!WA3><!WA3><!WA3><!WA3><!WA3><A HREF="http://www.cs.wisc.edu/~shavlik//~shavlik/">Jude Shavlik</A><BR> 6357 CS & Stats<BR> <!WA4><!WA4><!WA4><!WA4><!WA4><!WA4><!WA4><!WA4><!WA4><A HREF="mailto:shavlik@cs.wisc.edu">shavlik@cs.wisc.edu</A><BR> Office Hrs: Monday/Wednesday 2-3pm<P> <LI> <EM>Teaching Assistant:</EM> <!WA5><!WA5><!WA5><!WA5><!WA5><!WA5><!WA5><!WA5><!WA5><A HREF="http://www.engr.wisc.edu/~geoff/">Geoff Weinberg</A><BR> 94 Highway Labs (basement of the CAE building)<BR> <!WA6><!WA6><!WA6><!WA6><!WA6><!WA6><!WA6><!WA6><!WA6><A HREF="mailto:geoffrey@cs.wisc.edu">geoffrey@cs.wisc.edu</A><BR> Office Hrs: Monday 2:30 - 3:30pm, Wednesday 3:00 - 4:00pm<BR> Office Phone: 262-5139, Home Home: 231-0950 <P> <LI> <!WA7><!WA7><!WA7><!WA7><!WA7><!WA7><!WA7><!WA7><!WA7><A HREF="http://www.cs.wisc.edu/~shavlik//~shavlik/cs760/class-announce96.ps"> Course Overview</A> (postscript) <LI> <!WA8><!WA8><!WA8><!WA8><!WA8><!WA8><!WA8><!WA8><!WA8><A HREF="http://www.cs.wisc.edu/~shavlik//~shavlik/cs760/syllabus96.ps"> Course Syllabus</A> (postscript) <LI> <!WA9><!WA9><!WA9><!WA9><!WA9><!WA9><!WA9><!WA9><!WA9><A HREF="http://www.cs.wisc.edu/~shavlik//~shavlik/cs760/html/email/"> Archive of Class Email</A> (only readable if @cs.wisc.edu) <LI> <!WA10><!WA10><!WA10><!WA10><!WA10><!WA10><!WA10><!WA10><!WA10><A HREF="http://www.cs.wisc.edu/~shavlik//~shavlik/cs760/projects96.ps"> Suggested Class Projects (postscript)</A> </UL><!WA11><!WA11><!WA11><!WA11><!WA11><!WA11><!WA11><!WA11><!WA11><img src="http://www.cs.wisc.edu/~shavlik//~shavlik/images/rainline.gif"><P><H2> <!WA12><!WA12><!WA12><!WA12><!WA12><!WA12><!WA12><!WA12><!WA12><IMG SRC="http://www.cs.wisc.edu/~shavlik//~shavlik/images/book.gif"> Reading Assignments </H2> <DL> <DT> Assigned May 1, 1996: <DD> Read Chapter 7 (theory refinement) and Chapter 3 (computational learning theory) of Mitchell's textbook;<BR> feedback to author due May 15, 1996.<BR> <DT> Assigned April 24, 1996: <DD> Read `Learning Logical Definitions from Relations' by Quinlan (MLJ:5) and<BR> `Knowledge-Based Artificial Neural Networks' by Towell & Shavlik (AIJ:70)<BR> <DT> Assigned April 22, 1996: <DD> Read `Chunking in Soar' by Laird, Rosenbloom, & Newell (MLJ:1) and<BR> `Learning at the Knowledge Level' by Dietterich (MLJ:1)<BR> <DT> Assigned April 15, 1996: <DD> Read Chapter 10 (analytical learning) of Mitchell's textbook;<BR> feedback to author due April 26, 1996. <BR> <DT> Assigned April 8, 1996: <DD> Read journal articles on `unsupervised learning' by Fisher (MLJ:2), Rumelhart & Zipser (CogSci:9), and Lenat (AIJ:9). <DT> Assigned April 1, 1996: <DD> Read Chapter 8 (genetic algorithms) of Mitchell's textbook;<BR> feedback to author due April 12, 1996. <BR> <DT> Assigned March 20, 1996: <DD> Read Chapter 13 (reinforcement learning) of Mitchell's textbook;<BR> feedback to author due April 5, 1996. <BR> <DT> Assigned March 6, 1996: <DD> Read `Backpropagation: The Basic Theory' by Rumelhart et al. <DT> Assigned February 26, 1996: <DD> Read Chapter 5 (neural networks) of Mitchell's textbook;<BR> feedback to author due March 8, 1996. <BR> Also read the ML journal article by Shavlik, Mooney, and Towell that empirically compares ID3 and backprop. <DT> Assigned February 12, 1996: <DD> Read Chapter 2 (concept space) of Mitchell's textbook;<BR> feedback to author due February 23, 1996 <DT> Assigned January 31, 1996: <DD> Read (1) `Machine Learning as an Experimental Science,' Kibler & Langley, RML:1.1.3, (2) Chapter 4 and Sections 6.10 & 6.11 of <EM>Empirical Methods for Artificial Intelligence</EM>, Cohen, MIT Press, 1995, and (3) Learning Representative Exemplars of Concepts: An Initial Case Study, Kibler & Aha, RML:2.2.4 (or the ML journal version of this article that's in the DoIT packet, but under a different title: `Instance-Based Learning Algorithms'). <DT> Assigned January 24, 1996: <DD> Read Chapter 4 (decision trees) of Mitchell's textbook;<BR> feedback to author due February 2, 1996 <DT> Assigned January 22, 1996: <DD> Read Chapter 1 (introduction) of Mitchell's textbook;<BR> feedback to author due January 29, 1996 </DL><H2> <!WA13><!WA13><!WA13><!WA13><!WA13><!WA13><!WA13><!WA13><!WA13><IMG SRC="http://www.cs.wisc.edu/~shavlik//~shavlik/images/note.gif"> BRR Assignments </H2> <UL> <LI> BRR #3: on the ML journal article by Towell & Shavlik on the KBANN algorithm.<BR> Due Monday, May 6, 1996 <LI> BRR #2: on the ML journal article by Fisher on the COBWEB algorithm.<BR> Due Wednesday, April 17, 1996 <LI> BRR #1: on the ML journal article by Shavlik, Mooney, & Towell that empirically compares ID3 and backprop.<BR> Due Wednesday, March 20, 1996 <LI> Be sure to answer (on one sheet of paper): <UL> <LI> Best Idea and Why? <LI> What to do Next and How? </UL> Do not summarize the assigned paper (one-sentence summary as a lead-in is ok); instead <EM>analyze</EM> it. <LI> Late policy on BRRs: 50% off if handed in after material covered in lecture. </UL> <H2> <!WA14><!WA14><!WA14><!WA14><!WA14><!WA14><!WA14><!WA14><!WA14><IMG SRC="http://www.cs.wisc.edu/~shavlik//~shavlik/images/home.gif"> Homework Assignments </H2> <UL> <LI> <!WA15><!WA15><!WA15><!WA15><!WA15><!WA15><!WA15><!WA15><!WA15><A HREF="http://www.cs.wisc.edu/~shavlik//~shavlik/cs760/html/HW4.html"> Homework 4: Learning from Reinforcements - Q-Learning </A><BR> Due Wednesday, April 10, 1996 <LI> <!WA16><!WA16><!WA16><!WA16><!WA16><!WA16><!WA16><!WA16><!WA16><A HREF="http://www.cs.wisc.edu/~shavlik//~shavlik/cs760/html/HW3.html"> Homework 3: Training Neural Networks - BP </A><BR> Due Monday, March 25, 1996 <LI> <!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><A HREF="http://www.cs.wisc.edu/~shavlik//~shavlik/cs760/html/HW2.html"> Homework 2: Experimental Methodology</A><BR> Due Monday, February 26, 1996 <LI> <!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><A HREF="http://www.cs.wisc.edu/~shavlik//~shavlik/cs760/html/HW1.html"> Homework 1: Inducing Decision Trees - ID3</A><BR> Due Monday, February 12, 1996 <LI> <!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><A HREF="http://www.cs.wisc.edu/~shavlik//~shavlik/cs760/html/HW0.html"> Homework 0: Creating Your Personal Concept</A><BR> Due Monday, January 29, 1996 <LI> Late policy on HWs: ⌨️ 快捷键说明
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