courses:2018:cs551

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courses:2018:cs551 [2018/01/22 11:55]
arijit
courses:2018:cs551 [2018/04/04 09:08] (current)
arijit [Slides]
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   * {{ :courses:2018:cs551:01_intro_to_dl.pdf |Introduction to Deep Learning}}   * {{ :courses:2018:cs551:01_intro_to_dl.pdf |Introduction to Deep Learning}}
   * {{ :courses:2018:cs551:02_linear_algebra.pdf | Overview of Linear Algebra & Probability}}   * {{ :courses:2018:cs551:02_linear_algebra.pdf | Overview of Linear Algebra & Probability}}
 +  * {{ :courses:2018:cs551:03_feature_engg.pdf | Feature Engineering}}
 +  * {{ :courses:2018:cs551:04_neural_network.pdf | Neural Network}}
 +  * {{ :courses:2018:cs551:keras.pdf |Demonstration of Keras}}, {{ :courses:2018:cs551:installationguidekerastensorflow.txt |Installation guide for Keras}} - Presented by Niraj
 +  * {{ :courses:2018:cs551:05_dl_network.pdf |DNN}}
 +  * {{ :courses:2018:cs551:06_regularization.pdf |Regularization}}
 +  * {{ :courses:2018:cs551:07_optimization.pdf |Optimization}}
 +  * {{ :courses:2018:cs551:08_cnn.pdf |CNN}}
 +  * {{ :courses:2018:cs551:09_rnn.pdf |RNN}}
 +  * {{ :courses:2018:cs551:11_drl.pdf |Deep Reinforcement Learning}}
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   * [[http://karpathy.github.io/2015/05/21/rnn-effectiveness/ | Andrej Karpathy blog]]   * [[http://karpathy.github.io/2015/05/21/rnn-effectiveness/ | Andrej Karpathy blog]]
   * [[https://iamtrask.github.io/2015/11/15/anyone-can-code-lstm/ | Blog on LSTM-RNN]]   * [[https://iamtrask.github.io/2015/11/15/anyone-can-code-lstm/ | Blog on LSTM-RNN]]
 +  * [[ftp://ftp.sas.com/pub/neural/illcond/illcond.html| Ill-Conditioning in Neural Networks]]
  
  
 =====Information related to projects===== =====Information related to projects=====
   * {{ :courses:2018:cs551:projectlist.pdf | Some project ideas and data resources}}   * {{ :courses:2018:cs551:projectlist.pdf | Some project ideas and data resources}}
 +  * [[ :courses:2018:cs551:info_for_project| General information for project]]
 +
 +=====Other information=====
 +  * {{ :courses:2018:cs551:2017_cs514_midsem.pdf |Previous year mid-sem}}
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  • Last modified: 2018/01/22 11:55
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