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courses:2023:cs551 [2022/12/26 19:34]
arijit [Class timings] |
courses:2023:cs551 [2023/02/16 17:20] (current)
arijit [Slides] |
| =====Class timings===== | =====Class timings===== |
| * Monday - 1700-1800 | * Monday - 1700-1800 |
| * Tuesday - 1800-1900 | |
| * Thursday - 1500-1600 | * Thursday - 1500-1600 |
| * Friday - 1600-1700 (This is a backup one. No regular class) | * Friday - 1600-1700 |
| |
| **The above timings will be followed till midsem.** | |
| |
| =====Instructors===== | =====Instructors===== |
| =====Slides===== | =====Slides===== |
| ^ Topics ^ Slides ^ Annotated Slides ^ | ^ Topics ^ Slides ^ Annotated Slides ^ |
| | Introduction | {{ :courses:2023:cs551:01_intro_to_dl.pdf |pdf}} | {{ :courses:2023:cs551:01_intro_to_dl_ann.pdf | pdf}} | | | Introduction | {{ :courses:2023:cs551:01_intro_to_dl.pdf |pdf}} | NA | |
| /*| Linear algebra | {{ :courses:2022:cs551:02_linear_algebra.pdf|pdf }} | {{ :courses:2022:cs551:02_linear_algebra_ann.pdf|pdf}} | | | Linear algebra | {{ :courses:2023:cs551:02_linear_algebra.pdf|pdf }} | NA | |
| | Feature engineering | {{ :courses:2022:cs551:03_feature_engg.pdf|pdf }} | {{ :courses:2022:cs551:03_feature_engg_ann.pdf|pdf}} | | | Feature engineering | {{ :courses:2023:cs551:03_feature_engg.pdf|pdf }} | NA | |
| | Neural Networks | {{ :courses:2022:cs551:04_neural_network.pdf|pdf }} | {{ :courses:2022:cs551:04_neural_network_ann.pdf|pdf}} | | | Neural Networks | {{ :courses:2023:cs551:04_neural_network.pdf|pdf }} /*[[http://www.iitp.ac.in/~arijit/2023_CS551/04_Neural_Network.pdf|pdf]]*/ | NA | |
| | 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:2023:cs551:keras_intro.pdf|pdf }} | NA | |
| | Introduction to Keras | {{ :courses:2022:cs551:keras.pdf|pdf }} | NA | | | Deep feedforward networks | [[http://www.iitp.ac.in/~arijit/2023_CS551/05_DL_Network.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}} | | | Back propagation | [[http://www.iitp.ac.in/~arijit/2023_CS551/05_DL_Network_02_BP.pdf|pdf]] | NA | |
| | Regularization | {{ :courses:2022:cs551:06_regularization.pdf|pdf }} | {{ :courses:2022:cs551:06_regularization_ann.pdf|pdf}} | | | Regularization | {{ :courses:2023:cs551:06_regularization.pdf|pdf }} | NA | |
| | Optimization | {{ :courses:2022:cs551:07_optimization.pdf|pdf }} | {{ :courses:2022:cs551:07_optimization_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}} | | | 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}} | | | RNN | {{ :courses:2022:cs551:09_rnn.pdf|pdf }} | {{ :courses:2022:cs551:09_rnn_ann.pdf|pdf}} | |