├── .gitignore ├── README.md └── notebooks ├── Association Rule Mining.ipynb ├── Classification & Regression I (Cross Validation).ipynb ├── Classification & Regression I (Evaluation).ipynb ├── Classification & Regression I (KNN).ipynb ├── Classification & Regression II (Decision Trees).ipynb ├── Classification & Regression II (Tree Ensembles).ipynb ├── Classification & Regression III (Extra - Interpretation).ipynb ├── Classification & Regression III (Linear Regression).ipynb ├── Classification & Regression III (Logistic Regression).ipynb ├── Clustering (AGNES).ipynb ├── Clustering (DBSCAN).ipynb ├── Clustering (K-Means).ipynb ├── Data Handling (EDA).ipynb ├── Data Handling (Preprocessing).ipynb ├── Data Stream Mining (Bloom Filter).ipynb ├── Data Stream Mining (Distinct Counting).ipynb ├── Data Stream Mining (Sampling).ipynb ├── Dimensionality Reduction (1 IRIS Dataset).ipynb ├── Dimensionality Reduction (2 Digits Dataset).ipynb ├── Graph Mining (Centrality).ipynb ├── Graph Mining (Community Detection).ipynb ├── Preparation (Data Collection Using Web Scraping).ipynb ├── Preparation (Data Collection using APIs).ipynb ├── Preparation (NumPy).ipynb ├── Preparation (Pandas).ipynb ├── Preparation (Setup Check).ipynb ├── Recommender Systems (Collaborative Filtering).ipynb ├── Recommender Systems (Content-based).ipynb └── data ├── datasets ├── cardio │ ├── cardio_train.csv │ └── cardio_train_messy.csv ├── diabetes │ └── diabetes.csv ├── hitters │ └── hitters.csv ├── howell │ └── Howell1.csv ├── iris │ └── iris.csv ├── language │ └── english-lowercase.txt ├── ml-latest-small │ ├── README.txt │ ├── links.csv │ ├── movies.csv │ ├── ratings.csv │ └── tags.csv ├── nasa-apache-logs │ ├── ip-only-nasa-access.log │ └── ip-ts-only-nasa-access.log ├── online-retail │ └── online-retail-sample.csv ├── singapore │ ├── hdb-resale-prizes-demo.csv │ └── sg-places.csv └── titanic │ └── titanic.csv └── images ├── lecture-notebook-header.png ├── screenshot-wikipedia-01.png └── 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