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courses:2018:cs551 [2018/01/24 16:56] arijit [Information related to projects] |
courses:2018:cs551 [2018/04/04 09:08] (current) arijit [Slides] |
* {{ :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]] |
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=====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}} | * [[ :courses:2018:cs551:info_for_project| General information for project]] |
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| =====Other information===== |
| * {{ :courses:2018:cs551:2017_cs514_midsem.pdf |Previous year mid-sem}} |