├── .gitignore ├── Module 01 - Intro to ML └── Intro to ML.pdf ├── Module 02 - Data Processing and Analysis ├── data_preprocessing_and_analysis.ipynb └── utils.py ├── Module 03 - Data Visualization and Storytelling ├── data_visualization_matplotlib.ipynb ├── data_visualization_storytelling.ipynb ├── titanic.csv └── titanic_banner.gif ├── Module 04 - Supervised ML - Regression ├── assets │ ├── estimating_coefficients.png │ ├── lr_001.png │ └── slope_intercept.png ├── data │ └── Ames_Housing_Sales.csv └── supervised_ml_regression.ipynb ├── Module 05 - Supervised ML - Classification ├── model_evaluation_utils.py └── supervised_ml_classification_lr.ipynb ├── Module 06 - Advanced ML - Feature Engineering and Regularization ├── data │ └── train.csv └── feature_engg_and_regularization.ipynb ├── Module 07 - Model Hyperparameter Tuning └── model_tuning.ipynb ├── Module 08 - Advanced ML - Supervised Models ├── assets │ ├── bagging_001.png │ ├── bagging_vs_boosting.png │ ├── boosting_001.png │ ├── groot.gif │ └── svm_001.png ├── data │ ├── Orange_Telecom_Churn_Data.csv │ └── Wine_Quality_Data.csv ├── supervisedml_decisiontrees.ipynb ├── supervisedml_ensembles.ipynb ├── supervisedml_svm.ipynb ├── wine_tree.png └── wine_tree_prune_grid.png ├── Module 09 - Pipelines ├── assets │ ├── estimator-api.png │ ├── ml_map.png │ ├── pipes.jpg │ └── sklearn-pipeline.png └── pipelines.ipynb ├── Module 10 - Advanced ML - Deployment ├── README.md ├── config.json ├── linear_regression.pkl ├── linear_regression.py ├── server.py ├── static │ └── utils.js └── templates │ ├── default_html.html │ └── lr_html.html ├── Module 11 - Unsupervised ML - Clustering ├── assets │ └── banner.png ├── data │ └── Wine_Quality_Data.csv └── unsupervisedml_clustering.ipynb ├── Module 12 - Advanced ML - Natural Language Processing └── Text Classification Machine Learning and Basic DNN Models.ipynb ├── Module 13 - Advanced ML - Building and Deploying Deep Learning Models └── tensorflow_serving │ ├── Model_Training_Prototypes.ipynb │ ├── app.py │ ├── models.conf │ ├── serve_warmup_data.npy │ └── sneaker.jpg ├── README.md └── assets ├── banner.png ├── dipanjan.png └── raghav.png /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/raghavbali/appliedml_workshop_dhs_av_2019/HEAD/.gitignore -------------------------------------------------------------------------------- /Module 01 - 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