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courses:2022:cs551 [2022/01/11 19:50]
arijit [Slides] |
courses:2022:cs551 [2022/04/19 23:09] (current)
arijit [Slides] |
| ^ Topics ^ Slides ^ Annotated Slides ^ | ^ Topics ^ Slides ^ Annotated Slides ^ |
| | Introduction | {{ :courses:2022:cs551:01_intro_to_dl.pdf |pdf}} | {{ :courses:2022:cs551:01_intro_to_dl_ann.pdf | pdf}} | | | 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 }} | {{ :course:2022:cs551:02_linear_algebra_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}} | |
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