Clustering Courses and Certifications

Microcredential

Mastering Clustering in Machine Learning

16 ratings at CodeSignal

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

• CodeSignal
• 9 hours
• On-Demand
• Free Certificate
• 4 courses

Microcredential

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
• On-Demand
• Free Certificate
• 4 courses

EDUCBA

Excel: Apply & Evaluate Unsupervised Clustering

Master unsupervised clustering techniques using Excel's built-in functions to group data, create visualizations, and evaluate analytical outcomes without programming.

• Coursera
• 5 hours 13 minutes
• On-Demand
• Paid Course

The Analytics Edge

80 reviews

Through inspiring examples and stories, discover the power of data and use analytics to provide an edge to your career and your life.

• edX
• 13 weeks, 10-15 hours a week
• On-Demand
• Free Online Course (Audit)

• Best of All Time

Broad Institute

Seurat v5: Cross-Modality Mapping and Large-Scale Clustering of Single-Cell Data

Explore advanced techniques for integrating and analyzing single-cell data across modalities using Seurat v5, including bridge integration and atomic sketching for improved scalability and clustering.

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

Alan Turing Institute

Clustering and Classification From the Core to the Edge - Thomas Strohmer, California University

Explore unsupervised learning, spectral clustering, and edge AI through diffusion maps, graph cuts, and compressive techniques. Gain insights into data shape, community detection, and on-device machine learning challenges.

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

Open Data Science

Boston Data Mining - A High-Performance Implementation of Bayesian Clustering

Explore Bayesian nonparametric methods and probabilistic machine learning, focusing on the Chinese Restaurant Process for clustering. Learn optimization strategies for applying these models to big data.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Conf42

Unveiling Clustering in BERTopic Topic Modeling

Explore BERTopic clustering for topic modeling, covering HDBSCAN algorithm, density-based spatial clustering, and performance comparisons. Gain insights into advanced text analysis techniques.

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

Centre International de Rencontres Mathématiques

Clustering with Tangles - Machine Learning and Signal Processing on Graphs

Explore clustering with tangles, covering partitions, agreement parameters, cost functions, and applications in machine learning and signal processing on graphs.

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

USC Probability and Statistics Seminar

Clustering a Mixture of Gaussians with Unknown Covariance - Lecture

Explore clustering with Gaussian mixtures, focusing on maximum likelihood estimation, Max-Cut solutions, and efficient algorithms. Investigate statistical-computational gaps and challenges in high-dimensional settings.

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

Simons Institute

Fast Streaming Euclidean Clustering with Constant Space

Explore streaming algorithms for k-median and k-means clustering, achieving constant space complexity independent of data size and aspect ratio. Improve space and update time for approximate subspace embeddings.

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

UofU Data Science

Clustering: Clusterability, Voronoi Diagrams, and Assignment-based Clustering - Lecture 22

Explore clustering fundamentals through Voronoi diagrams and assignment-based techniques while learning to assess data clusterability and implement effective grouping strategies.

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

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
• On-Demand
• Free Certificate

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
• On-Demand
• Free Certificate