Clustering Courses and Certifications

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
• On-Demand
• Free Certificate

Microcredential

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
• On-Demand
• Free Certificate
• 4 courses

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

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

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

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

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

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

Mining Massive Datasets

24 reviews

The course is based on the text Mining of Massive Datasets by Jure Leskovec, Anand Rajaraman, and Jeff Ullman, who by coincidence are also the instructors for the course.

• edX
• 7 weeks, 5-10 hours a week
• On-Demand
• Free Online Course (Audit)

• Best of All Time

Greedy Algorithms, Minimum Spanning Trees, and Dynamic Programming

1262 ratings at Coursera

The primary topics in this part of the specialization are: greedy algorithms (scheduling, minimum spanning trees, clustering, Huffman codes) and dynamic programming (knapsack, sequence alignment, optimal search trees).

• Coursera
• 14 hours 41 minutes
• On-Demand
• Free Online Course (Audit)

STAT115

Comprehensive lecture series on statistical methods for analyzing genomic data, covering microarrays, RNA-seq, epigenetics, cancer genomics, and more. Focuses on practical applications in bioinformatics and computational biology.

• YouTube
• 1 day 1 hour
• On-Demand
• Free Video

Deep Learning Intuition - Lecture 2

Explore deep learning intuition with Stanford experts, covering logistic regression, face verification, neural architectures, and advanced applications in computer vision and image processing.

• YouTube
• 1 hour 23 minutes
• On-Demand
• Free Video

Mercedes Benz Microcredential

Sensor Fusion

184 ratings at Udacity

Explore sensor fusion fundamentals for self-driving cars, covering lidar, radar, camera, and Kalman filters. Gain practical skills in data processing, object tracking, and building a complete perception pipeline.

• Udacity
• 3 months 4 days 19 minutes
• On-Demand
• Paid Course

Tableau;  Alteryx Microcredential

Predictive Analytics for Business

290 ratings at Udacity

Develop advanced analytics skills using Alteryx and Tableau to solve real-world business problems, prepare for Business Analyst roles, and make data-driven decisions.

• Udacity
• 2 months 2 weeks 2 days 3 hours 31 minutes
• On-Demand
• Paid Course