Cluster Analysis Courses and Certifications

Cluster Analysis in Data Mining

7 ratings

Learn clustering methods for data mining: partitioning with k-means, hierarchical BIRCH, density-based DBSCAN/OPTICS, plus validation techniques for evaluating clustering quality.

• Coursera
• 6 weeks, 3 hours a week
• Self-Paced
• Paid Course

Cluster Analysis in R

75 ratings at DataCamp

Learn How to Perform Cluster Analysis Cluster analysis is a powerful toolkit in the data science workbench.

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

Great Learning

Cluster Analysis on Indian States Using Macro Economic Parameters

Apply cluster analysis to Indian state economic data using K-means and hierarchical clustering.

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

Cluster Analysis, Association Mining, and Model Evaluation

47 ratings at Coursera

Explore cluster analysis and segmentation, apply collaborative filtering and association rules mining, and evaluate classification and regression models using confusion matrices and scatter plots.

• Coursera
• 4 weeks, 1 hour a week
• Self-Paced
• Paid Course

Cluster Analysis in Python

1050 ratings at DataCamp

You have probably come across Google News, which automatically groups similar news articles under a topic.

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

Exploratory Data Analysis

6092 ratings at Coursera

Summarize data before formal modeling: plot with R's base, Lattice and ggplot2 systems, apply clustering and dimension reduction, and work through air pollution case studies.

• Coursera
• 4 weeks, 14 hours a week
• Self-Paced
• Paid Course

Cluster Analysis and Unsupervised Machine Learning in Python

5236 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

Análisis Multivariable en SPSS

24 ratings

En este curso en línea te enseñaremos como realizar Análisis Multivariado para la toma de decisiones en los negocios, personales y en las instituciones, utilizando bases de datos multivariantes.

• edX
• 5 weeks, 4-5 hours a week
• Self-Paced
• Free Online Course (Audit)

EDUCBA

SPSS: Apply & Evaluate Cluster Analysis Techniques

21 ratings at Coursera

Apply hierarchical, K-means, and Two-Step cluster analysis in SPSS, interpret dendrograms and scree plots, and evaluate clustering quality with BIC, AIC, and silhouette coefficient.

• Coursera
• 2 weeks, 2 hours a week
• Self-Paced
• Paid Course

Packt

Cluster Analysis and Unsupervised Machine Learning in Python

Implement K-Means, agglomerative hierarchical clustering, and Gaussian Mixture Models in Python, interpret dendrograms, apply Expectation-Maximization, and evaluate clustering results and their limitations.

• Coursera
• 9 weeks, 2 hours a week
• Self-Paced
• Paid Course

Business Analytics for Decision Making

1903 ratings at Coursera

Build decision models in Excel with Analytic Solver: cluster analysis for market segmentation, Monte Carlo simulation for uncertainty, and optimization with yes/no and logical constraints.

• Coursera
• 4 weeks, 2 hours a week
• Self-Paced
• Paid Course

Survey analysis to Gain Marketing Insights

126 ratings at Coursera

Analyze survey data with factor analysis, cluster analysis, discriminant analysis and multi-dimensional scaling in XLSTAT to segment customers, position brands, and build perceptual maps.

• Coursera
• 4 weeks, 1 hour a week
• Self-Paced
• Paid Course

Knowledge Inference and Structure Discovery for Education

Learn how to discover domain structure for knowledge inference.

• edX
• 3 weeks, 5-7 hours a week
• Self-Paced
• Free Certificate

CodeWithYu

End-to-End Data Engineering on Azure Spark Cluster: Japan Visa Analysis

Set up Spark master-worker architecture in Docker on Azure, process and visualize Japan visa data using PySpark and Plotly. Clean, transform, and gain insights into visa trends through interactive data analysis.

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

The ASF

Cassandra Tools for Cluster Testing and Performance Analysis

Discover powerful tools for deploying and testing Cassandra clusters, featuring easy-cass-lab for setup and profiling, and easy-cass-stress for workload testing and performance analysis.

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