Other topics that may be covered in class
Last year's lectures
Date | Lecture Topics | Suggested Readings | Additional material |
---|---|---|---|
28 Aug 2012 | Introduction: Representing Sounds and Images | Tom, Dick and Mary discover the DFT [pdf] Vetterli's tutorial on Wavelets [pdf] Time Frequency Representations [pdf] |
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30 Aug 2012 | Introduction to Linear Algebra | ||
4 Sep 2012 | Introduction to Linear Algebra II | Matrix identities (compiled by Sam Roweis) | |
6 Sep 2012 | DSP refresher: Prof. Tom Sullivan |   | Additional DSP notes [link] |
11 Sep 2012 | Guest Lecture: Prof. Fernando De la Torre Component Analysis I [slides] |
Tutorial paper on PCA [pdf] Another tutorial[pdf] |
Original paper on ICA [pdf] |
13 Sep 2012 | Project Ideas [slides]   [handout]   [Chris' slides] |
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18 Sep 2012 | Eigen representations: Eigenfaces [slides]  [handouts] |
Short tutorial [link] |
Paper describing Eigenfaces [pdf] Tutorial with Matlab code[link] |
20 Sep 2012 | Boosting, Viola Jones, etc... [slides]    [handouts]    [Last year's slides] |
Viola Jones classic paper [pdf] | Excellent list of Face recognition papers [link] |
25 Sep 2012 | Guest Lecture: Prof. Fernando De la Torre Component Analysis II |
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27 Sep 2012 | Clustering [slides]   [handout]   [Last year's slides] |
Andrew Moore's tutorial on K-means clustering [link] |
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2 Oct 2012 | Guest Lecture: Sourish Chaudhuri Expectation Maximization and GMMs |
Self contained tutorial [link] |
Jeff Bilmes tutorial [link] Variants of EM[link] |
4 Oct 2012 | Hidden Markov Models | ||
9 Oct 2012 | Guest Lecture: Prof. Roger Dannenberg Music Understanding |
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11 Oct 2012 | Latent variable models and Signal separation | ||
16 Oct 2012 | Class cancelled | ||
18 Oct 2012 | Guest Lecture (ECE Seminar): Compressive Sensing | ||
23 Oct 2012 | Regression | ||
26 Oct 2012 | MMSE and MAP Estimation | ||
30 Oct 2012 | Predicting and Estimating from time series | ||
1 Nov 2012 | Predicting and Estimating from time series II | ||
8 Nov 2012 | Independent Component Analysis | Tutorial by Hyvarinen [pdf] |
Original paper [pdf] |
13 Nov 2012 | Guest Lecture: Leibny Paola GarcĂa Perera Factor Analysis |