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Here's a list of major courses I have taken at CMU.
Roughly clustered as machine learning oriented, or application oriented .
 
Course/Section
Title
Instructors
Course Project Report
15781/A Machine Learning Sebastian Thrun
TA: 15681/A Machine Learning Roni Rosenfeld kNN demo in Java
15802/A Statistical Approaches to Learning and Discovery Stephen Fienberg , John Lafferty Sampling Trees: Gibbs, CFTP, and Metropolis
15780/A Advanced AI concepts Andrew W. Moore
15850/B Convex Optimization John Lafferty
10683/A Machine Learning for Text Mining Tom Mitchell , Jonathan Baxter , William Cohen , Andrew McCallum , Fernando Pereira Model Selection with Unlabeled Data for Maximum Entropy Models
11767/A Information Theory and Machine Learning John Lafferty
10610/A Knowledge Discovery and Data Mining Lab Sebastian Thrun revised proposal , mid presentation , final presentation , report
11761/A Language and Statistics John Lafferty Random Fields Feature Induction for Chinese Characters
10603/A Multimedia Databases and Data Mining Christos Faloutsos proposal , progress report, final report,
a sphinx meeting presentation , some k-means analysis
11745/A Advanced Statistical Learning Seminar Yiming Yang a cartoon guide to AIC, BIC
11741/A Information Retrieval Jamie Callan , Yiming Yang
11711/A Algorithms for Natural Language Processing Alon Lavie , Bob Frederking , Eric Nyberg
03711/A Computational Genomics and Molecular Biology Dannie Durand Label Propagation for Eukaryotic Splice Junction Identification
11751/A Speech Recognition and Understanding Alex Waibel
11752/A Speech: Phonetics, prosody, perception and synthesis Maxine Eskenazi , Alan W Black Chinese Talking Clock: cross language limited domain speech synthesis [Hear my voice!]
PT703/A Phonetics and Phonemics(pitt 1578/2578) Peggy MacEachern Basic Phonetic and Phonemic Facts of Thai
      Tonal speech without pitch
      How to Pronounce Chinese Names