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start [2011/11/16 19:14] hjstart [2012/01/11 17:07] (current) hj
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 ~~NOTOC~~ ~~NOTOC~~
-====== CSE6328E Speech and Language Processing  ======+====== CSE 6328E Speech and Language Processing (Winter 2012) ======
  
 ===== Description  ===== ===== Description  =====
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 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:    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 theory, Generative vs Discriminative modeling   * Bayesian Decision theory, Generative vs Discriminative modeling
-  * Generative Models - multivariate Gaussian, Gaussian mixture model (GMM), hidden Markov model (HMM), Markov chain model, n-gram, graphical models +  * Generative Models - multivariate Gaussian, Gaussian 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, sparse kernel machines  +  * 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)   * 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+  * 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.
  
-The methods are equally applicable to other research areas, such as data mining, information retrieval, computer vision, computational linguistics.+===== Announcements =====
  
 +  * Check the left tab [[:whats_new|What's New]]
  
 ===== Lecture Times ===== ===== Lecture Times =====
  
-  * Section A: Tuesdays and Thursdays, 11:30am - 1:00pm, CSEB 3033+  * Section M: Tuesdays and Thursdays, 11:30am - 1:00pm, <del>FRQ 045 (Farquharson Life Sciences building)</del> **CSEB 2002**
  
 ===== Lecturer ===== ===== Lecturer =====
start.1321470851.txt.gz · Last modified: 2011/11/16 19:14 by hj

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