1142_Big Data Mining and Applications_357438
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Course Intro
Course Resources
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01_intro_v2
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[錄]W1 02231512
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[錄]W1 02231613
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[錄]W1 02231711
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02-1_Python Development Environment Setup
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02-2_Basic Python Programming I
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[錄]W2 03021510
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[錄]W2 03021613
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03_Basic Python Programming II
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[錄]W3 03091510
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04_Python Data Science Modules I
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[錄]W4 03161511
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[錄]W4 03161613
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[錄]W4 03161711
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05_Python Data Science Modules II
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[錄]W5 03231510
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06-1_Data Type and Preprocessing
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06-2_Data Cleaning and Preparation (supplementary material)
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[錄]W6 03301510
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[錄]W6 03301616
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07_Cluster Analysis
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07_K-means_hierarchical_clustering
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HW5_Cluster Analysis
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07_MAX or Complete Linkage
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[錄]W8 04131511
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09-1_Classification Algorithms
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09-2_Kaggle_Homework 6_v2
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09-3_Information Gain and Gini Index (supplementary meterial)
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09_Classification
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[錄]W9 04201514
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[錄]W9 04201610
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[錄]W9 04201711
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10_Association Analysis
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10_Apriori algorithm
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HW7_Association Analysis
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[錄]W10 04271510
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[錄]W10 04271614
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[錄]W10 04271710
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11_Regression Evaluation and Dimensionality Reduction
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11_Regression
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HW8_PCA
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[錄]W11 05041510
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[錄]W11 05041611
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[錄]W11 05041710
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12_Anomaly Detection
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HW9_One_class_svm
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Requirements for Final Projects
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[錄]W12 05111510
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[錄]W12 05111616
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13_Artificial Neural Network
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HW10_CNN
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13_ANN
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[錄]W13 05181511
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[錄]W13 05181610
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14_Distributed Computing
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14_distributed_computing
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HW11_gacha_simulation
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[錄]W14 05251510
Teacher /
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