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courses:2022:cs244 [2022/03/26 13:54]
arijit [Slides] |
courses:2022:cs244 [2022/04/22 17:20] (current)
arijit [Slides] |
| ^ Topics ^ Slides ^ Annotated Slides / Notes ^ | ^ Topics ^ Slides ^ Annotated Slides / Notes ^ |
| | Model evaluation | {{ :courses:2022:cs244:01_model_evaluation.pdf |pdf}} | {{ :courses:2022:cs244:01_model_evaluation_ann.pdf | pdf}} | | | Model evaluation | {{ :courses:2022:cs244:01_model_evaluation.pdf |pdf}} | {{ :courses:2022:cs244:01_model_evaluation_ann.pdf | pdf}} | |
| | Linear Algebra | {{ :courses:2022:cs244:02_linear_algebra.pdf |pdf}} | {{ :courses:2022:cs244:02_linear_algebra_ann.pdf | pdf}} | | | Linear Algebra | {{ :courses:2022:cs244:02_linear_algebra.pdf |pdf}} | {{ :courses:2022:cs244:02_linear_algebra_ann_cs244.pdf | pdf}} | |
| | Linear regression | {{ :courses:2022:cs244:03_linear_regression.pdf |pdf}} | {{ :courses:2022:cs244:03_linear_regression_ann.pdf | pdf}} | | | Linear regression | {{ :courses:2022:cs244:03_linear_regression.pdf |pdf}} | {{ :courses:2022:cs244:03_linear_regression_ann.pdf | pdf}} | |
| | Gradient descent | {{ :courses:2022:cs244:04_gradient_descent.pdf |pdf}} | {{ :courses:2022:cs244:04_gradient_descent_ann.pdf | pdf}} | | | Gradient descent | {{ :courses:2022:cs244:04_gradient_descent.pdf |pdf}} | {{ :courses:2022:cs244:04_gradient_descent_ann.pdf | pdf}} | |
| | Logistic regression | NA | {{ :courses:2022:cs244:04_logistic_regression_ann.pdf | pdf}} | | | Logistic regression | NA | {{ :courses:2022:cs244:classification.pdf | pdf}} | |
| | | Distance | {{ :courses:2022:cs244:06_distance.pdf |pdf}} | {{ :courses:2022:cs244:06_distance_ann.pdf | pdf}} | |
| | | Graphs | {{ :courses:2022:cs244:07_graph.pdf |pdf}} | {{ :courses:2022:cs244:07_graph_ann.pdf | pdf}} | |
| | | Clustering | {{ :courses:2022:cs244:08_clustering.pdf |pdf}} | {{ :courses:2022:cs244:08_clustering_ann.pdf | pdf}} | |
| | | Decision Trees | {{ :courses:2022:cs244:10_decision_tree.pdf |pdf}} | {{ :courses:2022:cs244:10_decision_tree_ann.pdf | pdf}} | |
| | | SVM | {{ :courses:2022:cs244:11_svm.pdf |pdf}} | {{ :courses:2022:cs244:11_svm_ann.pdf | pdf}} | |
| | | Deep learning | NA | {{ :courses:2022:cs244:cs244-dl.pdf | pdf}} | |
| | | Big data | {{ :courses:2022:cs244:13_bigdata.pdf |pdf}} | NA | |