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
• 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

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)

91 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)

Deep Learning and Reinforcement Learning

217 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 58 minutes
• On-Demand
• Free Online Course (Audit)

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

Python for Machine Learning: The Complete Beginner's Course

1092 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

594 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

Machine Learning using Python: A Comprehensive Course

211 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 Unleashed: Mastering Algorithms and Models

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

AI Workflow: Feature Engineering and Bias Detection

69 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
• 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

NPTEL;  IIT Madras

Manufacturing Systems Management

Comprehensive exploration of manufacturing systems, covering cellular manufacturing, JIT, synchronous manufacturing, and flexible systems, with focus on optimization and efficiency.

• YouTube
• 1 day 10 hours
• On-Demand
• Free Video

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