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start [2007/08/14 15:36] – external edit 127.0.0.1start [2012/08/30 18:40] hj
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 ~~NOTOC~~ ~~NOTOC~~
-====== Your Course  ======+====== CSE 6328E Speech and Language Processing (Winter 2012) ======
  
 ===== Description  ===== ===== Description  =====
  
-The course lays the conceptual foundation of object-oriented programming. It covers delegation and contracts, encapsulation and API programming, aggregation and the collections frameworkinheritance and polymorphismall from the client'perspective.  +The course introduces some basic statistical modeling methods in pattern recognition and machine learning and their applications to speech and language processing. The covered topics may include:    
 +  * Bayesian Decision theoryGenerative vs Discriminative modeling 
 +  * Generative Models - multivariate GaussianGaussian mixture model (GMM), hidden Markov model (HMM), Multinomial, Markov chain model, n-gram, graphical models 
 +  * Discriminative Models - linear discriminant, logistic regression, support vector machines (SVM), neural networks (NN), sparse kernel machines   
 +  * Statistical Modeling Methods - maximum likelihood estimation (MLE), Expectation-Maximization (EM), discriminative training (DT) 
 +  * Some selected applications - speech recognition, text categorization, machine translation, spoken language processing 
 + 
 +The above methods are equally applicable to other research areas, such as data mining, information retrieval, computer vision, computational linguistics and so on. 
 + 
 +===== Announcements ===== 
 + 
 +  * Check the left tab [[:whats_new|What'New]]
  
 ===== Lecture Times ===== ===== Lecture Times =====
  
-  * Section A: Mondays and Fridays, 11:00am 12:00pm, CSE 111+  * Section A: Mondays and Wednesdays, 11:30am 1:00pm, FRQ 045 (Farquharson Life Sciences building) 
 + 
 +===== Lecturer =====
  
 +  * Prof. [[http://www.cse.yorku.ca/~hj|Hui Jiang]] @ CSEB3014
start.txt · Last modified: 2012/09/01 03:16 by hj