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--- courses:2022:cs551 [2022/01/12 17:36]
arijit [Slides]
+++ courses:2022:cs551 [2022/04/19 23:09] (current)
arijit [Slides]
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 |  Introduction  |  {{ :courses:2022:cs551:01_intro_to_dl.pdf |pdf}}  |  {{ :courses:2022:cs551:01_intro_to_dl_ann.pdf | pdf}}  |
 |  Linear algebra   |  {{ :courses:2022:cs551:02_linear_algebra.pdf|pdf }}  |  {{ :courses:2022:cs551:02_linear_algebra_ann.pdf|pdf}}  |
+|  Feature engineering   |  {{ :courses:2022:cs551:03_feature_engg.pdf|pdf }}  |  {{ :courses:2022:cs551:03_feature_engg_ann.pdf|pdf}}  |
+|  Neural Networks   |  {{ :courses:2022:cs551:04_neural_network.pdf|pdf }}  |  {{ :courses:2022:cs551:04_neural_network_ann.pdf|pdf}}  |
+|  Deep feed forward networks   |  {{ :courses:2022:cs551:05_dl_network.pdf|pdf }}  |  {{ :courses:2022:cs551:05_dl_network_ann.pdf|pdf}}  |
+|  Introduction to Keras   |  {{ :courses:2022:cs551:keras.pdf|pdf }}  |  NA  |
+|  Back propagation   |  {{ :courses:2022:cs551:05_dl_network_02_bp.pdf|pdf }}  |  {{ :courses:2022:cs551:05_dl_network_02_bp_ann.pdf|pdf}}  |
+|  Regularization   |  {{ :courses:2022:cs551:06_regularization.pdf|pdf }}  |  {{ :courses:2022:cs551:06_regularization_ann.pdf|pdf}}  |
+|  Optimization   |  {{ :courses:2022:cs551:07_optimization.pdf|pdf }}  |  {{ :courses:2022:cs551:07_optimization_ann.pdf|pdf}}  |
+|  CNN   |  {{ :courses:2022:cs551:08_cnn.pdf|pdf }}  |  {{ :courses:2022:cs551:08_cnn_ann.pdf|pdf}}  |
+|   RNN    |  {{ :courses:2022:cs551:09_rnn.pdf|pdf }}  |  {{ :courses:2022:cs551:09_rnn_ann.pdf|pdf}}  |
+|  Practical methodologies   |  {{ :courses:2022:cs551:10_practical_methods.pdf|pdf }}  |  {{ :courses:2022:cs551:10_practical_methods_ann.pdf|pdf}}  |
+|  DRL   |  {{ :courses:2022:cs551:11_drl.pdf|pdf }}  |  {{ :courses:2022:cs551:11_drl_ann.pdf|pdf}}  |