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CS229
2010-09-23T00:14:38Z
<p>Thomas: /* Progress: Watching Lectures */</p>
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<div>== Overview ==<br />
CS229 is the undergraduate machine learning course at Stanford. You can see the lectures from [http://itunes.apple.com/WebObjects/MZStore.woa/wa/viewiTunesUCollection?id=384233048#ls=1 iTunesU] and [http://www.youtube.com/results?search_query=stanford%20cs%20229&search=Search&sa=X&oi=spell&resnum=0&spell=1 Youtube]. We are going to be working through the course at one lecture a week starting 1 September 2010 and finishing in January 2011. There are four problem sets which we'll be doing one every 4 weeks.<br />
<br />
[http://www.stanford.edu/class/cs229/ http://www.stanford.edu/class/cs229/] <br />
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=== Course Description ===<br />
<br />
This course provides a broad introduction to machine learning and<br />
statistical pattern recognition. Topics include: supervised learning<br />
(generative/discriminative learning, parametric/non-parametric<br />
learning, neural networks, support vector machines); unsupervised<br />
learning (clustering, dimensionality reduction, kernel methods);<br />
learning theory (bias/variance tradeoffs; VC theory; large margins);<br />
reinforcement learning and adaptive control. The course will also<br />
discuss recent applications of machine learning, such as to robotic<br />
control, data mining, autonomous navigation, bioinformatics, speech<br />
recognition, and text and web data processing.<br />
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== Schedule ==<br />
* one lecture a week<br />
* one problem set every five weeks<br />
<br />
[http://www.google.com/calendar/embed?src=cWE3bGFpNnZxazdpamNjbmc4bXJsY2hyNGdAZ3JvdXAuY2FsZW5kYXIuZ29vZ2xlLmNvbQ Google Calendar of schedule]<br />
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=== Supplemental Materials ===<br />
<br />
[[File: CS229_sample_data.xls]]<br />
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==Progress: Watching Lectures ==<br />
{| border="1" cellspacing="0" cellpadding="5" align="center"<br />
| Name<br />
| Lecture 1<br />
| Lecture 2<br />
| Lecture 3<br />
| Lecture 4<br />
| Lecture 5<br /> 9/29<br />
| Lecture 6<br />
| Lecture 7<br />
| Lecture 8<br />
| Lecture 9<br />
| Lecture 10<br /> 11/3<br />
| Lecture 11<br />
| Lecture 12<br />
| Lecture 13<br />
| Lecture 14<br />
| Lecture 15<br /> 12/8<br />
| Lecture 16<br />
| Lecture 17<br />
| Lecture 18<br />
| Lecture 19<br />
| Lecture 20<br /> 1/12<br />
|-<br />
| Thomas<br />
| [[Image:Gold-star.jpg|center|30px|Gold-Star]]<br />
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| Dave<br />
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| Jason<br />
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==Progress: Assignments ==<br />
{| border="1" cellspacing="0" cellpadding="5" align="center"<br />
| Name<br />
| Problem set 1<br /> due 9/29<br />
| Problem set 2<br /> due 11/3<br />
| Problem set 3<br /> due 12/8<br />
| Problem set 4<br /> due 1/20<br />
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| Thomas<br />
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| You!<br />
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|}</div>
Thomas