├── .gitignore ├── README.rst ├── data ├── .gitkeep ├── datamining.db └── tugas_preprocessed.csv ├── figures ├── .gitkeep ├── dbscan.gif ├── dbscan.jpg ├── dt.png ├── exp_analysis │ ├── categorical_variables_frequecies.png │ ├── correlation_matrix.png │ ├── numeric_variables_boxplots.png │ ├── numeric_variables_histograms.png │ └── pairwise_relationship_of_numerical_variables.png ├── gmm.gif ├── gmm_covariance.png ├── hc_distance_matrix.png ├── hierarch.gif ├── kmeans.png ├── linkage_types.jpeg ├── mean_shift_0.gif ├── mean_shift_tutorial.gif ├── schema.png ├── ssw_ssb.png └── tugas_customer_data.html ├── group_project ├── .gitkeep ├── DM2324_ProjectGuidelines.pdf └── XYZ_sports_dataset.csv ├── notebooks ├── .gitkeep ├── lab01_setup.ipynb ├── lab02_distance_matrix.ipynb ├── lab03_close_neighbors.ipynb ├── lab04_data_exploration.ipynb ├── lab05_data_visualization.ipynb ├── lab07_data_preprocess.ipynb ├── lab08_data_preprocess2.ipynb ├── lab09_data_preprocess3.ipynb ├── lab10_hierarchical_clustering.ipynb ├── lab11_kmeans_clustering.ipynb ├── lab12_self_organizing_maps.ipynb ├── lab13_density_clustering.ipynb └── lab14_cluster_analysis.ipynb ├── notebooks_solutions ├── .gitkeep ├── lab01_setup.ipynb ├── lab02_distance_matrix.ipynb ├── lab02_distance_matrix_CLASS_P1P2P3.ipynb ├── lab03_close_neighbors.ipynb ├── lab04_data_exploration.ipynb ├── lab05_data_visualization.ipynb ├── lab07_data_preprocess.ipynb ├── lab08_data_preprocess2.ipynb ├── lab09_data_preprocess3.ipynb ├── lab10_hierarchical_clustering.ipynb ├── lab11_kmeans_clustering.ipynb ├── lab12_self_organizing_maps.ipynb ├── lab12_self_organizing_maps_MiniSOM.ipynb ├── lab13_density_clustering.ipynb └── lab14_cluster_analysis.ipynb ├── ppts ├── .gitkeep ├── DM2324_Anaconda_Issues.pdf ├── DM2324_Lab01.pdf └── GitHubDesktop_Tutorial.pdf └── setup ├── environment_dm.yml └── requirements_pip.txt /.gitignore: -------------------------------------------------------------------------------- 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