Hierarchical Clustering Courses and Certifications

UofU Data Science

Data Mining: Understanding Hierarchical Clustering - Spring 2023

Master hierarchical clustering techniques, from basic concepts to advanced validation methods, including cluster proximity measures, stopping criteria, and efficiency considerations.

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

Google TechTalks

Tree Learning: Optimal Algorithms and Sample Complexity - Hierarchical Clustering and PAC Learning

Explore optimal algorithms and sample complexity for learning hierarchical tree representations from labeled data, covering PAC learning, online learning, and efficient tree classifier construction.

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

UofU Data Science

Data Mining: Hierarchical and Density-Based Clustering Methods - Lecture 11

Explore hierarchical clustering techniques including HAC, DBScan, and density-based methods while mastering key concepts in data grouping and cluster analysis.

• YouTube
• 1 hour 25 minutes
• Self-Paced
• Free Video

UofU Data Science

Hierarchical Agglomerative Clustering - Single Link, Complete Link, and DBScan - L8

Master hierarchical agglomerative clustering techniques including single link, complete link methods, and density-based DBScan algorithms for effective data grouping.

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

Credential

Data Science with Python

Master data science techniques using Python to build robust models, analyze data patterns, and make informed business decisions through practical Jupyter Notebook applications.

• GetSmarter
• 8 weeks, 8 hours/week
• 18th May, 2026
• Paid Course

Cluster Performance Unveiled

Master advanced clustering validation techniques using Silhouette Score, Davies-Bouldin Index, and Cross-Tabulation Analysis to optimize algorithm performance and identify ideal cluster structures.

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

Credential

Mastering Clustering in Machine Learning

Master clustering algorithms and validation techniques for unsupervised machine learning, from K-means and DBSCAN to hierarchical methods and performance metrics.

• CodeSignal
• 9 hours
• Self-Paced
• Free Certificate
• 4 courses

Cluster Performance Unveiled

Master clustering validation techniques including Silhouette Score, Davies-Bouldin Index, and Cross-Tabulation Analysis to evaluate and optimize clustering algorithm performance in R.

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

Credential

Mastering Clustering in Machine Learning with R

Unlock unsupervised learning in R through K-means, DBSCAN, and Hierarchical Clustering with data preprocessing and validation techniques for effective model performance assessment.

• CodeSignal
• 9 hours
• Self-Paced
• Free Certificate
• 4 courses

Applied Unsupervised Learning in Python

Master unsupervised learning algorithms in Python to uncover hidden patterns, reduce dimensions, cluster data, model topics, and handle missing values using real-world datasets.

• Coursera
• 1 day 6 hours 13 minutes
• Self-Paced
• Paid Course

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

Cluster Analysis and Unsupervised Machine Learning in Python

5235 ratings at Udemy

Data science techniques for pattern recognition, data mining, k-means clustering, and hierarchical clustering, and KDE.

• Udemy
• 7 hours 57 minutes
• Self-Paced
• Paid Course

Clustering Analysis

11 ratings at Coursera

Explore unsupervised learning techniques, including clustering methods and dimension reduction, to uncover patterns and insights in diverse datasets through hands-on tutorials and case studies.

• Coursera
• 1 day 13 hours 2 minutes
• Self-Paced
• Paid Course

Machine Learning for Data Analysis: Unsupervised Learning

1576 ratings at Udemy

Machine Learning made simple with Excel! Unsupervised learning topics for advanced data analysis & business intelligence

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

EDUCBA

SPSS: Apply & Evaluate Cluster Analysis Techniques

20 ratings at Coursera

Master cluster analysis fundamentals and SPSS implementation through hierarchical, k-means, and Two-Step methods with hands-on evaluation techniques for data segmentation.

• Coursera
• 4 hours 56 minutes
• Self-Paced
• Paid Course