Other topics that may be covered in class
Last year's lectures
Date | Lecture Topics | Suggested Readings | Additional material |
---|---|---|---|
29 Aug 2013 | 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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3 Sep 2013 | Linear Algebra refresher I | ||
5 Sep 2013 | Linear Algebra refresher II | [Gilbert Strang's notes on Eigen analysis] [A pretty good video lecture on SVD] [Sam Roweis' notes on matrix identities] |
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10 Sep 2013 | Representing data: Sounds and images [slides] [handout] | ||
12 Sep 2013 | Project Ideas [slides] |
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17 Sep 2013 | Eigen analysis [slides] [handout] | ||
19 Sep 2013 | Binary classification, voting, an application to face detection[slides] [handout] | ||
24 Sep 2013 | Independent Component Analysis[slides] | ||
26 Sep 2013 | Class Cancelled; James/Varun will post a doodle poll for times for a make-up class | ||
1 Oct 2013 | Modeling natural behaviors and human interactions from analysis of video and audio recordings | Behjat Siddiquie [Behjat's slides] |
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3 Oct 2013 | Expectation Maximization [slides] [handout] | ||
8 Oct 2013 | Component Analysis | Fernando de la Torre | |
10 Oct 2013 | Clustering [slides] [handout] | ||
15 Oct 2013 | Latent variable analysis with an application to signal separation [slides] | ||
17 Oct 2013 | Regression, ML, MAP and MMSE estimation[slides] | ||
22 Oct 2013 | Sparse over complete representations and dictionary-based decompositions [slides] | ||
24 Oct 2013 | Hidden Markov Models [slides] | ||
29 Oct 2013 | Component Analysis 2 | Fernando de la Torre | |
31 Oct 2013 | Compressed Sensing [slides] | Aswin Sankarnarayanan | |
5 Nov 2013 | Music analysis | Roger Dannenberg | |
7 Nov 2013 | Structure from Motion | Yaser Sheikh | |
12 Nov 2013 | Linear Gaussian Models [slides] | ||
14 Nov 2013 | Predicting/estimating time series I [slides] | ||
19 Nov 2013 | Class cancelled | ||
21 Nov 2013 | Predicting/estimating time series II [slides] | ||
26 Nov 2013 | LGM II: Factor Analysis | ||
3 Dec 2013 | [Buffer/TBD] |