Clustering Algorithms Courses and Certifications

Simons Institute

Subspace Clustering Using Ensembles of K-Subspaces

Explore subspace clustering techniques, focusing on K-Subspaces ensembles. Learn about applications, results, and comparisons with other algorithms in this insightful talk by Laura Balzano.

• YouTube
• 34 minutes
• Self-Paced
• Free Video

Fields Institute

Fast Estimates for Clustering Similarity

Discover fast estimation techniques for clustering similarity, exploring probabilistic and asymptotic methods for algorithm analysis with Conrado Martínez.

• YouTube
• 31 minutes
• Self-Paced
• Free Video

UofU Data Science

Data Mining: Spectral Clustering and Laplacian Methods - Lecture 13

Dive into advanced clustering techniques, exploring spectral methods, Laplacian matrices, and affinity-based approaches for effective data organization and analysis.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video

IEEE

Near Linear Time Approximation Schemes for Clustering in Doubling Metrics

Explore efficient approximation algorithms for clustering problems in doubling metrics, focusing on near-linear time solutions and their theoretical foundations.

• YouTube
• 19 minutes
• Self-Paced
• Free Video

Fraud Detection in Python

Learn to detect fraud using Python, applying supervised and unsupervised learning techniques, handling imbalanced datasets, and implementing practical models with hands-on experience and real-life insights.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Great Learning

Unsupervised Learning - Clustering and Association Algorithms in Machine Learning

In this tutorial, we will help you to cover every concept related to Unsupervised Learning.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• Free Video

UofU Data Science

Data Mining: Assignment-Based Clustering and k-Means Algorithms - Lecture 12

Dive into clustering algorithms like k-means, k-center, and k-median, exploring implementation techniques through Gonzalez, Lloyd's, and k-means++ algorithms for effective data grouping.

• YouTube
• 1 hour 22 minutes
• Self-Paced
• Free Video

Centre for Quantum Technologies

Do You Know What Q-Means? - Classical and Quantum Algorithms for K-Means Clustering

Explore advanced quantum and classical algorithms for k-means clustering, featuring improved q-means with polynomial speedups and optimal runtime bounds.

• YouTube
• 27 minutes
• Self-Paced
• Free Video

NashKnolX

Exploring Clustering Algorithms in Machine Learning

Dive into clustering algorithms, exploring principles and real-world applications. Learn various types, including K-means, and understand how to implement and evaluate them effectively.

• YouTube
• 41 minutes
• Self-Paced
• Free Video

Density-Based Clustering Simplified

Master density-based clustering through DBSCAN algorithm implementation, from basic concepts to advanced parameter tuning, with hands-on Python examples using scikit-learn.

• CodeSignal
• 2 hours
• Self-Paced
• Free Certificate

Genomic Data Science and Clustering (Bioinformatics V)

94 ratings at Coursera

Explore genomic data clustering techniques for gene expression analysis and human migration patterns. Learn algorithms for data point grouping and dimensionality reduction using principal components analysis.

• Coursera
• 9-10 hours
• Self-Paced
• Paid Course

Deep Learning and Reinforcement Learning

294 ratings at Coursera

Explore neural networks, deep learning architectures, and reinforcement learning. Gain hands-on practice with Keras, CNNs, transfer learning, RNNs, autoencoders, and generative models for AI applications.

• Coursera
• 1 day 7 hours 22 minutes
• Self-Paced
• Paid Course

Python for Machine Learning: The Complete Beginner's Course

1388 ratings at Udemy

Learn to create machine learning algorithms in Python for students and professionals

• Udemy
• 2 hours 29 minutes
• Self-Paced
• Paid Course

AI Workflow: Feature Engineering and Bias Detection

80 ratings at Coursera

Learn feature engineering, bias detection, and unsupervised learning techniques for AI workflows. Gain skills in handling class imbalances, dimension reduction, and data visualization for effective pattern recognition and data mining.

• Coursera
• 12 hours 16 minutes
• Self-Paced
• Paid Course

Coursera Credential

Product Analytics Unlocked: Metrics to Meaningful Insight

Master product analytics through SQL pipelines, A/B testing, user segmentation, and strategic frameworks to drive data-driven product decisions and business impact.

• Coursera
• 4 weeks, 10 hours/week
• Self-Paced
• Paid Course
• 4 courses