Difference between revisions of "10-601 HMMs"
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| + | This a lecture used in the [[Syllabus for Machine Learning 10-601 in Fall 2014]] | ||
| + | |||
=== Slides === | === Slides === | ||
| − | + | * Ziv's lecture: [http://www.cs.cmu.edu/~zivbj/classF14/HMMLearning.pdf Slides in pdf]. | |
=== Readings === | === Readings === | ||
| − | [http://curtis.ml.cmu.edu/w/courses/images/8/89/GM-jordan.pdf Graphical Models by Michael I. Jordan] | + | * [http://curtis.ml.cmu.edu/w/courses/images/8/89/GM-jordan.pdf Graphical Models by Michael I. Jordan] |
=== Taking home message === | === Taking home message === | ||
| − | * | + | * Learning with known states: MLE |
| − | + | * Learning with unknown states: EM | |
| − | + | * Analyzing protein sequences with HMMs | |
| − | * Learning | ||
| − | |||
| − | * | ||
Latest revision as of 09:48, 6 November 2014
This a lecture used in the Syllabus for Machine Learning 10-601 in Fall 2014
Slides
- Ziv's lecture: Slides in pdf.
Readings
Taking home message
- Learning with known states: MLE
- Learning with unknown states: EM
- Analyzing protein sequences with HMMs
