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

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
• Free Online Course (Audit)

AWS Machine Learning Foundations Course

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
• 8 weeks
• On-Demand
• Free Online Course

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
• 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

Advanced Methods in Machine Learning Applications

Master advanced machine learning techniques for complex problem-solving. Explore ensemble learning, regression analysis, unsupervised learning, and reinforcement learning. Gain practical skills to implement and optimize sophisticated models.

• Coursera
• 19 hours 58 minutes
• On-Demand
• Free Online Course (Audit)

Machine Learning with Python

Comprehensive Python tutorial covering machine learning concepts, algorithms, and deep learning with TensorFlow. Includes hands-on projects and real-world applications.

• YouTube
• 19 hours
• On-Demand
• Free Video

Data Science Foundations: Data Mining

304 ratings at LinkedIn Learning

Learn the key concepts and skills behind one of the most important elements of data science: data mining.

• LinkedIn Learning
• 3 hours 3 minutes
• On-Demand
• Free Trial Available

Spark for Machine Learning & AI

146 ratings at LinkedIn Learning

Discover the powerful Apache Spark platform for machine learning. Learn about preprocessing data, applying algorithms to a variety of machine learning problems, and more.

• LinkedIn Learning
• 1 hour 51 minutes
• On-Demand
• Free Trial Available

Machine Learning and AI Foundations: Clustering and Association

132 ratings at LinkedIn Learning

Learn how to use cluster analysis, association rules, and anomaly detection algorithms for unsupervised learning.

• LinkedIn Learning
• 3 hours 33 minutes
• On-Demand
• Free Trial Available

Python in Excel: Data Outputs in Custom Data Visualizations and Algorithms

43 ratings at LinkedIn Learning

Learn how to use Python in Excel, a built-in Excel functionality that enables you to test small parts of Python code by creating visuals and running algorithms directly within Excel.

• LinkedIn Learning
• 2 hours 3 minutes
• On-Demand
• Free Trial Available

Applied Machine Learning: Algorithms

38 ratings at LinkedIn Learning

Learn about common machine learning algorithms, their pros and cons, and develop hands-on skills to leverage them.

• LinkedIn Learning
• 1 hour 58 minutes
• On-Demand
• Free Trial Available

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

Complete Your First Project in R

27 ratings at LinkedIn Learning

This course will provide a life-like application R programmers can utilize to enhance their learning along with providing them a project they can add to their coding portfolios.

• LinkedIn Learning
• 2 hours 15 minutes
• On-Demand
• Free Trial Available