Clustering methods in Machine Learning includes both theory and python code of each algorithm. Algorithms include K Mean, K Mode, Hierarchical, DB Scan and Gaussian Mixture Model GMM. Interview questions on clustering are also added in the end.

python clustering gaussian-mixture-models clustering-algorithm dbscan kmeans-clustering clustering-evaluation hierarchical-models hierarchical-clustering dbscan-clustering kmeans-algorithm clustering-coefficient clustering-validation clustering-methods dendogram dbscan-algorithm kmeans-analysis dbscan-clusters dbscan-clustering-algorithm k-mode

• Updated Aug 7, 2024
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This clustering based anomaly detection project implements unsupervised clustering algorithms on the NSL-KDD and IDS 2017 datasets

anaconda clustering dataset kmeans-clustering lof anomaly-detection f1-score ids2017 normalized-mutual-info nsl-kdd isolation-forest missing-values onehot-encoder dbscan-algorithm clustering-algorithms min-max-scaler simple-imputer score-metrics

• Updated Dec 5, 2019
• Jupyter Notebook

An efficient 1D implementation of the DBSCAN clustering algorithm

python machine-learning clustering dbscan-algorithm

• Updated Oct 1, 2025
• Python

MSBD5001 Big Data Computing Projects -- Algorithm Parallelization. Use PySpark APIs to implement DBSCAN algorithm.

spark clustering dbscan-algorithm algorithm-parallelization

• Updated Aug 14, 2019
• Jupyter Notebook

DBSCAN is clustering algorithm.

machine-learning clustering dbscan dbscan-clustering dbscan-algorithm

• Updated Jan 6, 2025
• Jupyter Notebook

A machine learning clustering model for customer segmentation to define marketing strategy.

machine-learning segmentation gaussian-mixture-model spectral-clustering-algorithm k-means-clustering agglomerative-clustering dbscan-algorithm

• Updated Jun 8, 2021
• Jupyter Notebook

Coursera IBM ML course projects with notebooks

machine-learning coursera logistic-regression decision-trees svm-classifier knn-classification k-means-clustering dbscan-algorithm

• Updated Oct 18, 2020
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Density Based Clustering of Applications with Noise (DBSCAN) and Related Algorithms in C++

c data-science algorithm cpp clustering kd-tree dbscan dbscan-clustering dbscan-algorithm meachine-learning

• Updated Jul 8, 2020
• C++

🍕 Massively parallel DBSCAN algorithm implemented in CUDA.

cuda cuda-kernels dbscan-algorithm cuda-programming

• Updated Jul 21, 2020
• Cuda

🌏 Colorful app to compute dbscan clusters with TurfJS powered by the almighty HERE Maps Places API.

react redux tutorial reactjs redux-store leaflet leaflet-map turf heremaps turfjs dbscan-clustering dbscan-algorithm dbscan-clusters compute-clusters

• Updated Apr 22, 2024
• JavaScript

Demonstrates face clustering using DBSCAN (Density Based Spatial Clustering of Applications with Noise) algorithm.

python opencv face-recognition dbscan face-dataset face-clustering dbscan-algorithm face-encodings

• Updated Apr 16, 2023
• Python

DBSCAN improvement so that the algorithm works well with data with different densities

clustering dbscan dbscan-clustering dbscan-algorithm dbscan-clustering-algorithm

• Updated Nov 23, 2022
• Python

Assignments of Machine Learning Graduate Course - Spring 2021

python machine-learning reinforcement-learning deep-learning clustering regression mnist naive-bayes-classifier classification mnist-classification logistic-regression adaboost roc-curve kmeans-clustering hierarchical-clustering gradient-boosting deep-q-learning knn-classification random-forest-classifier dbscan-algorithm

• Updated Nov 21, 2021
• Jupyter Notebook

This repository aims to provide an overview of various clustering methods, along with practical examples and implementations.

gaussian-mixture-models unsupervised-learning hierarchical-clustering fuzzy-clustering dbscan-algorithm k-means-algorithm

• Updated Jan 23, 2025
• Jupyter Notebook

Config-driven CLI pipeline for GPS telemetry movement analysis. Computes home ranges (MCP, KDE), adaptive spatial clustering (DBSCAN/HDBSCAN), behavioural states (GMM), seasonal dynamics, and environmental interactions. Outputs publication-ready figures, tables, and GIS layers.

data-science machine-learning gps gis spatial-analysis movement-ecology ecology dbscan geopandas kernel-density-estimation animal-movement geospatial-analysis cli-tool dbscan-algorithm wildlife-tracking gps-telemetry

• Updated Apr 12, 2026
• Python

DBSCAN Clustering Algorithm

from-scratch dbscan-clustering dbscan-algorithm

• Updated Apr 12, 2023
• Jupyter Notebook

Digging for Data ⛏️

visualization machine-learning data-mining machine-learning-algorithms ml regression kmeans-clustering dbscan-clustering kmeans-algorithm titanic-dataset dbscan-algorithm

• Updated Jun 8, 2021
• HTML

Data Mining Course Assignments - Fall 2019

python dice machine-learning data-mining regression classification slice logistic-regression convolutional-neural-networks perceptron apriori association-rules fully-convolutional-networks apriori-algorithm perceptron-learning-algorithm dendrogram kmeans-clustering-algorithm association-rule-mining dbscan-algorithm perceptron-neural-networks

• Updated Sep 29, 2021
• Jupyter Notebook

💥 DBSCAN algorithm implemented in CPU with a brute force search algorithm and R tree algorithm.

cpp python3 dbscan rtree rtree-range-queries dbscan-algorithm

• Updated Jun 1, 2021
• C++

A collection of my practices using the following algorithms: DBSCAN, KNN, Decision Tree Classifier, K-means, Apriori, SMOTE, SVM

machine-learning machine-learning-algorithms k-means knn svm-model decision-tree-classifier apriori-algorithm dbscan-clustering kmeans-algorithm k-means-clustering knn-algorithm dbscan-algorithm svm-kernel smote-algorithm

• Updated Oct 2, 2022
• Jupyter Notebook