We may earn an affiliate commission when you visit our partners.

Incremental Learning

Save

May 11, 2024 4 minute read

Incremental learning is a type of machine learning in which a model is trained on a small dataset and then updated as new data becomes available. This allows the model to adapt to changing conditions and improve its performance over time. Incremental learning is often used in applications where the data is constantly changing, such as fraud detection, anomaly detection, and recommender systems.

Why learn incremental learning?

Path to Incremental Learning

Take the first step.

We've curated two courses to help you on your path to Incremental Learning. Use these to develop your skills, build background knowledge, and put what you learn to practice.

Sorted from most relevant to least relevant:

Scaling scikit-learn Solutions

Save

Continuous Model Training with Evolving Data Streams

Save

Help others find this page about Incremental Learning: by sharing it with your friends and followers:

Facebook

Copy Link

Reading list

We've selected four books that we think will supplement your learning. Use these to develop background knowledge, enrich your coursework, and gain a deeper understanding of the topics covered in Incremental Learning.

Machine Learning for Data Streams

Save

Focuses on incremental learning for data streams. It covers a wide range of topics, including algorithms, evaluation methods, and applications.

Machine Learning for Data Streams: with Practical...

Hardcover

$$$

Machine Learning for Data Streams: with Practical...

Kindle Edition

Learning Motor Skills

Save

Focuses on incremental learning for robotics. It covers a wide range of topics, including algorithms, applications, and challenges.

Learning Motor Skills: From Algorithms to Robot...

Paperback

$$$

Neural Representations of Natural Language

Save

Focuses on incremental learning for natural language processing. It covers a wide range of topics, including algorithms, applications, and challenges.

Neural Representations of Natural Language (Studies...

Paperback

$$$

Neural Representations of Natural Language (Studies...

Kindle Edition

$$$

Elements of Robotics

Save

Provides a comprehensive overview of the state-of-the-art in incremental learning for robotics.

Share this

Share to help others explore Incremental Learning:

Facebook

Link

Table of Contents

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.