Unsupervised Machine Learning

Save

May 1, 2024 3 minute read

Unsupervised machine learning is a branch of machine learning where data is used to build models without the need for labeled data. This makes it useful for a variety of tasks, such as data clustering, dimensionality reduction and anomaly detection. Unsupervised machine learning can be used in a variety of applications, including data analysis, image processing, and fraud detection.

What are the benefits of learning unsupervised machine learning?

There are many benefits to learning unsupervised machine learning, including:

Facebook

Copy Link

Unsupervised Process Monitoring and Fault Diagnosis...

Save

Provides a comprehensive overview of unsupervised learning, covering a wide range of topics from clustering to dimensionality reduction.

Deep Learning

Save

Provides an overview of deep learning, which subset of unsupervised learning.

The Elements of Statistical Learning

Save

Covers a wide range of dimensionality reduction techniques, including principal component analysis and singular value decomposition.

Learning with Kernels

Save

Provides an overview of kernel methods for machine learning, which are used in unsupervised learning.

Pattern Recognition and Machine Learning

Save

Provides a comprehensive overview of machine learning, including both supervised and unsupervised learning.

Reinforcement Learning, second edition

Save

Provides an overview of reinforcement learning, which subset of unsupervised learning.

An Introduction to Statistical Learning

Save

Provides a comprehensive overview of statistical learning, including both supervised and unsupervised learning.

Python Machine Learning

Save

Provides a practical introduction to machine learning, with a focus on unsupervised learning.

Bayesian Data Analysis, Third Edition

Save

Provides an overview of Bayesian data analysis, which subset of unsupervised learning.

Outlier Analysis

Save

Provides an overview of anomaly detection algorithms, which are based on unsupervised learning.

Our mission

OpenCourser helps millions of learners each year. People visit us to learn workspace skills, ace their exams, and nurture their curiosity.

Our extensive catalog contains over 50,000 courses and twice as many books. Browse by search, by topic, or even by career interests. We'll match you to the right resources quickly.

Find this site helpful? Tell a friend about us.

Affiliate disclosure

We're supported by our community of learners. When you purchase or subscribe to courses and programs or purchase books, we may earn a commission from our partners.

Your purchases help us maintain our catalog and keep our servers humming without ads.

Thank you for supporting OpenCourser.

Unsupervised Machine Learning

What are the benefits of learning unsupervised machine learning?

Path to Unsupervised Machine Learning

Share

Reading list