Clustering Algorithms Courses and Certifications

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
• On-Demand
• 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
• On-Demand
• Free Video

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
• On-Demand
• 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
• On-Demand
• Free Video

Instituto de Matemática Pura e Aplicada

Agrupamentos Explicáveis e Agrupamentos Hierárquicos

Explore os fundamentos teóricos e práticos de agrupamentos explicáveis e hierárquicos, abordando técnicas probabilísticas e métodos de ligação para análise eficiente de dados e computação.

• YouTube
• 1 hour 18 minutes
• On-Demand
• 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
• On-Demand
• Free Trial Available

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
• On-Demand
• Free Certificate

Genomic Data Science and Clustering (Bioinformatics V)

92 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
• On-Demand
• Free Online Course (Audit)

Machine Learning

1 review

Comprehensive introduction to machine learning concepts, from fundamentals to advanced techniques, with clear explanations and practical applications.

• YouTube
• 22 hours
• On-Demand
• Free Video

Deep Learning and Reinforcement Learning

253 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 8 hours
• On-Demand
• Free Online Course (Audit)

Python for Machine Learning: The Complete Beginner's Course

1242 ratings at Udemy

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

• Udemy
• 2 hours 29 minutes
• On-Demand
• Paid Course

Python for Data Science & Machine Learning: Zero to Hero

727 ratings at Udemy

Master Data Science & Machine Learning in Python: Numpy, Pandas, Matplotlib, Scikit-Learn, Machine Learning, and more!

• Udemy
• 6 hours 1 minute
• On-Demand
• Paid Course

University of Central Florida

Person Re-Identification and Tracking in Multiple Non-Overlapping Cameras - Keynote

Explore person re-identification and tracking across multiple cameras, covering classification networks, loss functions, and innovative approaches for various camera configurations.

• YouTube
• 52 minutes
• On-Demand
• Free Video

Machine Learning using Python: A Comprehensive Course

215 ratings at Udemy

Learn core concepts of Machine Learning. Apply ML techniques to real-world problems and develop AI/ML based applications

• Udemy
• 2 days 15 hours 24 minutes
• On-Demand
• Paid Course

Machine Learning (beginner to guru)

118 ratings at Udemy

Deep dive into Machine Learning with Python Programming. Implement practical scenarios & a project on Recommender System

• Udemy
• 1 day 3 minutes
• On-Demand
• Paid Course