├── .gitignore ├── .vscode └── settings.json ├── 11_support_vector_machines ├── app.ipynb ├── datasets.py ├── svm_2d.py ├── svm_3d.py ├── svm_plots.py └── template.py ├── 1_optimize_media_spend ├── dataset.csv └── run.py ├── 2_gam ├── .Rhistory ├── multiplot.R └── run.R ├── 4_scrape_tmt_articles ├── articles.csv └── run.py ├── 5_content_based_recommender ├── articles.csv ├── output.csv └── run.py ├── 6_deploy_spark_cluster_on_aws ├── files │ ├── setup.sh │ └── terminate_idle_cluster.sh ├── run.py └── spark_example │ └── wordcount.py ├── 7_data_science_in_python ├── __init__.py ├── data │ ├── df_engagements.csv │ └── df_sessions.csv ├── fictional_data_generator.py ├── output │ ├── df_after_merge.csv │ └── df_transformed.csv └── run_business_case_solver.py ├── 8_collaborative_filtering_recommender ├── __init__.py ├── data │ └── articles.csv ├── data_processor.py ├── model_fitter.py ├── readme.md └── run.py ├── 9_active_emr_cluster_checker └── lambda_function.py ├── LICENSE ├── README.md 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