Unsupervised Learning Courses and Certifications

Introduction to Machine Learning with Python

25 ratings at Coursera

Learn Python-based machine learning, covering supervised and unsupervised learning, deep learning, and image processing. Implement models using various algorithms and explore industry applications. No prior programming experience required.

• Coursera
• 12 hours 39 minutes
• Self-Paced
• Paid Course

Machine Learning: an overview

221 ratings at Coursera

Explore key machine learning methods, their applications, and limitations through examples and case studies. Gain insights into supervised, unsupervised, and reinforcement learning techniques.

• Coursera
• 2 hours 44 minutes
• Self-Paced
• Paid Course

Machine Learning Introduction for Everyone

313 ratings at Coursera

Comprehensive introduction to machine learning concepts, applications, and techniques. Covers supervised/unsupervised learning, classification, regression, and model evaluation through hands-on labs and a final project.

• Coursera
• 6 hours 24 minutes
• Self-Paced
• Paid Course

EIT Digital;  Politecnico di Milano

Data Science for Business Innovation

274 ratings at Coursera

Learn to leverage data science for business innovation, covering key concepts, methods, and real-world applications. Gain insights into machine learning, analytics, and data-driven strategies to create value and drive organizational success.

• Coursera
• 7 hours 9 minutes
• Self-Paced
• Paid Course

Career Certificate

Graduate Certificate in Artificial Intelligence

1 rating

Develop a strong foundation in key AI topics including statistical analysis, data mining, and machine learning from one of the nation’s top-ranked Tier 1 research institutions.

• Coursera
• Self-Paced
• Paid Course

Career Certificate

Machine Learning: Theory and Hands-on Practice with Python

57 ratings at Coursera

Master predictive modeling, unsupervised learning, and neural networks with Python through hands-on practice and theoretical foundations in modern ML techniques.

• Coursera
• 4 weeks, 10 hours/week
• Self-Paced
• Paid Course
• 3 courses

The Next Frontier: Generative AI for Absolute Beginners

3095 ratings at Udemy

Learn the Fundamental Concepts of AI, ML and Generative AI with an Easy, Simple and Fun Training

• Udemy
• 3 hours 42 minutes
• Self-Paced
• Paid Course

Career Certificate

Statistical Learning for Data Science

22 ratings at Coursera

Gain advanced statistical learning techniques for data science, including model selection, regression, classification, and unsupervised learning. Develop skills to explain and justify models effectively.

• Coursera
• 16 weeks, 9 hours/week
• Self-Paced
• Paid Course
• 3 courses

Regression and Classification

18 ratings at Coursera

Explore statistical modeling concepts, including regression, classification, and unsupervised techniques. Learn when to use specific models, how to tune them, and understand trade-offs for informed decision-making.

• Coursera
• 1 day 10 hours 50 minutes
• Self-Paced
• Paid Course

Association Rules Analysis

12 ratings at Coursera

Explore unsupervised learning with association rules and outlier detection. Learn frequent patterns, Apriori algorithms, and outlier analysis techniques through hands-on tutorials and real-world case studies.

• Coursera
• 22 hours 56 minutes
• Self-Paced
• Paid Course

Clustering Analysis

11 ratings at Coursera

Explore unsupervised learning techniques, including clustering methods and dimension reduction, to uncover patterns and insights in diverse datasets through hands-on tutorials and case studies.

• Coursera
• 1 day 13 hours 2 minutes
• Self-Paced
• Paid Course

Data Analysis with Python Project

Comprehensive exploration of data analysis techniques, from classification to outlier detection, empowering learners to conduct real-world projects and make data-driven decisions.

• Coursera
• 18 hours 11 minutes
• Self-Paced
• Paid Course

Predicting Extreme Climate Behavior with Machine Learning

Explore machine learning techniques for climate data analysis, from unsupervised clustering to neural networks, gaining practical skills to predict extreme weather patterns.

• Coursera
• 1 day
• Self-Paced
• Paid Course

Introduction to Learning

Explore foundational AI learning concepts—supervised, unsupervised, and reinforcement learning—covering decision trees, neural networks, and Q-learning to build practical skills for real-world applications.

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

The Ultimate Beginner's Guide to AI and Machine Learning

2444 ratings at Udemy

Plus: (1) AI and Humans, (2) Generative AI and Leaders, (3) AI and Operations, (4) AI and Business Strategy

• Udemy
• 1 day 12 hours 8 minutes
• Self-Paced
• Paid Course