Glossary: Deep Learning

Deep Learning
Getty Images
Deep learning is a type of machine learning in which artificial neural networks take a layered or hierarchical approach to processing data. This artificial intelligence technique involves representation learning, in which each layer can transform data into a more abstract representation.

Deep learning is a branch of machine learning that uses artificial neural networks with multiple layers to process data and identify increasingly complex patterns.

In robotics, deep learning can be used for tasks such as object recognition, image classification, perception, grasp detection, navigation and robot control. Instead of relying entirely on explicitly programmed rules, a deep-learning system can learn representations and patterns from large amounts of training data.

Deep learning is closely related to machine learning and neural networks. Neural networks provide the underlying computational architecture, while deep learning generally refers to neural networks with multiple processing layers capable of learning complex representations.

Related terms: Machine Learning, Neural Network, Computer Vision, Machine Vision, Physical AI

Latest in Deep Learning

Email Sign Up

Get news, papers, media and research delivered. Sign up for our free newsletters.

Stay up-to-date with news and resources you need to do your job. Research industry trends, compare companies and get weekly market intelligence with Robotics 24/7.

Robotics 24/7 newsletter

Editors' Picks

From AI Agents to Robot Action: Building the Edge Architecture for Physical AI
From AI Agents to Robot Action: Building the Edge Architecture for Physical AI

Edge computing gives AI agents the processing power to turn instructions into…

SoftBank’s proposed $5.4B acquisition of ABB Robotics blocked by China
SoftBank’s proposed $5.4B acquisition of ABB Robotics blocked by China

China's Office of the Working Mechanism for Foreign Investment Security…

White House targets robotics imports in new national security trade review
White House targets robotics imports in new national security trade review

President Trump orders a review of robotics imports over national security…

OSARO SightWorks advances AI-powered robotic picking and packing
OSARO SightWorks advances AI-powered robotic picking and packing

Platform helps robots adapt to complex tasks