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machine learning

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A video of a large chunk of ice breaking off of a glacier and crashing into the ocean.]
complex systems

Chaos Researchers Can Now Predict Perilous Points of No Return

By Ben Brubaker
September 15, 2022
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A custom-built machine learning algorithm can predict when a complex system is about to switch to a wildly different mode of behavior.

Anima Anandkumar in a red dress holds a green cloth over her head
Q&A

The AI Researcher Giving Her Field Its Bitter Medicine

By Max G. Levy
August 30, 2022
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Anima Anandkumar wants computer scientists to move beyond the matrix, among other challenges.

a metallic face processes a butterfly on a robotic hand
artificial intelligence

Self-Taught AI Shows Similarities to How the Brain Works

By Anil Ananthaswamy
August 11, 2022
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Self-supervised learning allows a neural network to figure out for itself what matters. The process might be what makes our own brains so successful.

A man in a blue suit walking down the stairs outdoors.
Q&A

The Computer Scientist Challenging AI to Learn Better

By Allison Whitten
August 2, 2022
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Christopher Kanan is building algorithms that can continuously learn over time — the way we do.

A blue virtual being, made of neural networks, plays with colorful blocks inside a glowing sphere
machine learning

By Exploring Virtual Worlds, AI Learns in New Ways

By Allison Whitten
June 24, 2022
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Intelligent beings learn by interacting with the world. Artificial intelligence researchers have adopted a similar strategy to teach their virtual agents new tricks.

An illustration of a spherical universe sitting inside a machine hooked up to wires.
neural networks

How to Make the Universe Think for Us

By Charlie Wood
May 31, 2022
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Physicists are building neural networks out of vibrations, voltages and lasers, arguing that the future of computing lies in exploiting the universe’s complex physical behaviors.

Illustration of pieces of paper with scientific images on them feeding into a machine. A human hand turns a crank, and equations come out of the machine.
algorithms

Powerful ‘Machine Scientists’ Distill the Laws of Physics From Raw Data

By Charlie Wood
May 10, 2022
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Researchers say we’re on the cusp of “GoPro physics,” where a camera can point at an event and an algorithm can identify the underlying physics equation.

Simulated water particles swirl in an upward vortex.
mathematical physics

Deep Learning Poised to ‘Blow Up’ Famed Fluid Equations

By Jordana Cepelewicz
April 12, 2022
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For centuries, mathematicians have tried to prove that Euler’s fluid equations can produce nonsensical answers. A new approach to machine learning has researchers betting that “blowup” is near.

Illustration of gears made up of a network of connections against a black background
artificial intelligence

Machine Learning Reimagines the Building Blocks of Computing

By Nick Thieme
March 15, 2022
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Traditional algorithms power complicated computational tools like machine learning. A new approach, called algorithms with predictions, uses the power of machine learning to improve algorithms.


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