1132_Big Data Mining and Applications_343353
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Course Intro
Course Resources
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01_intro_v2
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[錄]W1 02171310
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[錄]W1 02171411
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02_Python Development Environment Setup
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02_Basic Python Programming I_v2
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[錄]W2 02241309
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[錄]W2 02241410
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[錄]W2 02241512
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03_Basic Python Programming II
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[錄]W3 03031312
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[錄]W3 03031409
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[錄]W3 03031510
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04_Python Data Science Modules I
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[錄]W4 03101310
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[錄]W4 03101414
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[錄]W4 03101513
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05_Python Data Science Modules II
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[錄]W5 03171312
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[錄]W5 03171422
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[錄]W5 03171513
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06-1_Data Type and Preprocessing
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06-2_Data Cleaning & Preparation (supplementary material)
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06-2_preprocessing_categorical
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06-1_preprocessing_numerical
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[錄]W6 03241311
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[錄]W6 03241511
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07_Cluster Analysis
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07_K-means_hierarchical_clustering
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[錄]W7 03311310
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[錄]W7 03311413
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[錄]W7 03311532
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08_Classification Algorithms I
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[錄]W8 04071310
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[錄]W8 04071416
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[錄]W8 04071510
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10_Classification Algorithms II
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10-2_Kaggle_instruction
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10_Classification
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[錄]W10 04211309
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[錄]W10 04211416
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[錄]W10 04211511
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11_Association Analysis
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11_Apriori
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[錄]W11 04281310
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[錄]W11 04281416
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[錄]W11 04281511
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12_Regression Evaluation and Dimensionality Reduction
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12_regression_PCA
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[錄]W12 05051309
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[錄]W12 05051418
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[錄]W12 05051512
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13_Anomaly Detection
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[錄]W13 05121311
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[錄]W13 05121509
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14_Artificial Neural Network
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14_ANN_optimizers
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[錄]W14 05191314
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[錄]W14 05191414
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[錄]W14 05191510
Teacher /
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