machine learning

noun

1

: a computational method that is a subfield of artificial intelligence and that enables a computer to learn to perform tasks by analyzing a large dataset without being explicitly programmed

The company is curating the overall topics manually, but Twitter will be relying on machine learning to intelligently populate the topics themselves so that the tweets can stay up to date.

—Lucas Matney

Unsupervised learning, also known as unsupervised machine learning, uses machine learning algorithms to analyze and cluster unlabeled datasets. These algorithms discover hidden patterns or data groupings without the need for human intervention.

—IBM

Supervised machine learning requires labeled data to adjust the parameters of the model during training. … But without quality training data, supervised learning models will end up making poor inferences.

—Ben Dickson

Reinforcement machine learning trains machines through trial and error to take the best action by establishing a reward system. Reinforcement learning can train models to play games or train autonomous vehicles to drive by telling the machine when it made the right decisions, which helps it learn over time what actions it should take.

—Sara Brown

2

: the branch of computer science that employs machine learning

An entire subspecialty known as machine learning is devoted to building algorithms that allow computers to develop new behaviors based on experience.

—Adam Piore

While many scholars in the developing field of machine learning were focused on improving algorithms, [Cynthia] Rudin instead wanted to use AI's power to help society.

—Duke University

—abbreviation ML

Examples of machine learning in a Sentence

Recent Examples on the Web

Lightning had grown from building a popular open source tool PyTorch Lightning, which helps researchers manage machine learning, to bundling software to help corporates like German chip company Infineon and advertising agency Monks manage building and tweaking large language models. —Iain Martin, Forbes.com, 21 Jan. 2026

In this new method, machine learning, a camera, and a sensor were combined to improve the grip strength of prosthetic hands. —Mrigakshi Dixit, Interesting Engineering, 20 Jan. 2026

And Roark identified the danger himself, in his own attempts to rationalize why machine learning would single out him, of all people. —Luca Evans, Denver Post, 15 Jan. 2026

TensorFlow, a software library for machine learning and AI created by Google, supports building and deploying machine-learning systems at multiple levels of abstraction. —IEEE Spectrum, 15 Jan. 2026

Word History

First Known Use

1953, in the meaning defined at sense 1

Rhymes for machine learning

• adjourning
• concerning
• discerning
• returning
• burning
• churning
• earning
• spurning
• turning
• yearning
• overturning