courses:2019:cs551

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courses:2019:cs551 [2019/02/15 10:09]
arijit [Slides] 		courses:2019:cs551 [2019/04/23 14:39] (current)
arijit [Slides]
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   * Ian Goodfellow, Yoshua Bengio and Aaron Courville, “Deep Learning”, Book in preparation for MIT Press, 2016. (available online)    * Ian Goodfellow, Yoshua Bengio and Aaron Courville, “Deep Learning”, Book in preparation for MIT Press, 2016. (available online) 
   * Jerome H. Friedman, Robert Tibshirani, and Trevor Hastie, “The elements of statistical learning”, Springer Series in Statistics, 2009.   * Jerome H. Friedman, Robert Tibshirani, and Trevor Hastie, “The elements of statistical learning”, Springer Series in Statistics, 2009.
 +  * Charu C Aggarwal, "Neural Networks and Deep Learning", Springer.
  
 =====Slides===== =====Slides=====
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   * {{ :courses:2019:cs551:04_neural_network.pdf | Neural network}}   * {{ :courses:2019:cs551:04_neural_network.pdf | Neural network}}
   * {{ :courses:2019:cs551:keras.pdf | Introdution to Keras}} - Presented by Niraj   * {{ :courses:2019:cs551:keras.pdf | Introdution to Keras}} - Presented by Niraj
 +  * {{ :courses:2019:cs551:05_dl_network.pdf | DNN}}
 +  * {{ :courses:2019:cs551:06_regularization.pdf |Regularization}}
 +  * {{ :courses:2019:cs551:07_optimization.pdf |Optimization}}
 +  * {{ :courses:2019:cs551:08_cnn.pdf | CNN}}
 +  * {{ :courses:2019:cs551:09_rnn.pdf | RNN}}
 +  * {{ :courses:2019:cs551:10_practical_methods.pdf | Practical methods}}
 +  * {{ :courses:2019:cs551:11_drl.pdf |Reinforcement learning}}
  
      
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   * [[ :courses:2019:cs551:project_information |General information]]   * [[ :courses:2019:cs551:project_information |General information]]
 =====Other information===== =====Other information=====
 +  * {{ :courses:2019:cs551:2018_cs551_midsem.pdf |Previous year midsem paper}}
  
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