K-means Courses and Certifications

Simons Institute

K-Means and K-Medians Under Dimension Reduction

Explore k-means and k-medians clustering algorithms under dimension reduction, examining distortion graphs, cost analysis, and combinatorial lemmas for robust high-dimensional statistics.

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

Google TechTalks

A Nearly Tight Analysis of Greedy k-means++

Explore the greedy k-means++ algorithm's performance, analyzing its approximation guarantees and comparing it to the original k-means++ method for solving the k-means problem.

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

UofU Data Science

K-Means and Friends - Assignment-Based Clustering Algorithms - L9

Explore k-means clustering algorithms including k-median, k-mediod, and k-center formulations with Gonzalez and Lloyd's algorithms plus k-means++ initialization techniques.

• YouTube
• 1 hour 21 minutes
• On-Demand
• Free Video

Discover patterns in unlabeled data using K-means clustering. Learn to build, assess, and improve algorithms for effective unsupervised learning and pattern recognition.

• Codecademy
• 2 hours
• On-Demand
• Free Trial Available

K-means Clustering Decoded

Master K-means clustering techniques to group data effectively, from theoretical foundations to practical implementation using Python, with focus on visualization, evaluation metrics, and optimal cluster selection.

• CodeSignal
• 2 hours
• On-Demand
• Free Certificate

K-means Decoded

Master K-means clustering fundamentals through hands-on practice with data grouping, centroid identification, and cluster quality evaluation using R and real datasets.

• CodeSignal
• 2 hours
• On-Demand
• Free Certificate

Goldsmiths University of London;  University of London

Foundations of Data Science: K-Means Clustering in Python

734 ratings at Coursera

Learn essential data science concepts, focusing on K-means clustering in Python. Develop mathematical, statistical, and programming skills through hands-on exercises and a practical data clustering project.

• Coursera
• 1 day 5 hours 8 minutes
• On-Demand
• Paid Course

Cluster Analysis in Data Mining

7 reviews

Explore clustering methodologies, algorithms, and applications in data mining. Learn partitioning, hierarchical, and density-based methods, along with validation techniques and real-world examples.

• Coursera
• 16 hours 30 minutes
• On-Demand
• Paid Course

AWS Machine Learning Foundations

21 ratings at Udacity

Learn what machine learning is and the steps involved in building and evaluating models. Gain in demand skills needed at businesses working to solve challenges with AI.

• Udacity
• 11 hours
• On-Demand
• Free Online Course

UofU Data Science

Data Mining: Assignment-Based Clustering and k-Means Algorithms - Lecture 12

Dive into clustering algorithms like k-means, k-center, and k-median, exploring implementation techniques through Gonzalez, Lloyd's, and k-means++ algorithms for effective data grouping.

• YouTube
• 1 hour 22 minutes
• On-Demand
• Free Video

K-Means for Cluster Analysis and Unsupervised Learning in R

49 ratings at Udemy

The powerful K-Means Clustering Algorithm for Cluster Analysis and Unsupervised Machine Learning in R

• Udemy
• 3 hours 10 minutes
• On-Demand
• Paid Course

Coursera

K-Means Clustering 101: World Happiness Report

21 ratings at Coursera

Explore K-means clustering to analyze global happiness data, grouping countries based on economic, social, and well-being factors for insights into worldwide happiness trends.

• Coursera
• 1 hour 35 minutes
• On-Demand
• Paid Course

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

Unsupervised Learning and Clustering

Master unsupervised learning algorithms from scratch, including k-Means, PCA, and DBSCAN. Build clustering implementations, visualize results, and evaluate performance using essential metrics.

• CodeSignal
• 3 hours
• On-Demand
• Free Certificate

EDUCBA

Customer Segmentation with K-Means: Model & Visualize

Master customer segmentation using K-Means clustering in Python to analyze shopping behavior, create visualizations, and derive actionable business insights from real-world data.

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