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Opening up a physics simulator for robotics

Advancing research everywhere with the acquisition of MuJoCo When you walk, your feet make contact with the ground. When you write, your fingers make contact with the pen. Physical contacts are...

Stacking our way to more general robots

Introducing RGB-Stacking as a new benchmark for vision-based robotic manipulation. Picking up a stick and balancing it atop a log or stacking a pebble on a stone may seem like simple — and quit...

Predicting gene expression with AI

Based on Transformers, our new Enformer architecture advances genetic research by improving the ability to predict how DNA sequence influences gene expression. When the Human Genome Project suc...

Nowcasting the Next Hour of Rain

Our lives are dependent on the weather. At any moment in the UK, according to one study, one third of the country has talked about the weather in the past hour, reflecting the importance of wea...

Building architectures that can handle the world’s data

Perceiver and Perceiver IO work as multi-purpose tools for AI Most architectures used by AI systems today are specialists. A 2D residual network may be a good choice for processing images, but ...

Generally capable agents emerge from open-ended play

In recent years, artificial intelligence agents have succeeded in a range of complex game environments. For instance, AlphaZero beat world-champion programs in chess, shogi, and Go after starti...

Putting the power of AlphaFold into the world’s hands

Read an update on our AlphaFold work here. Today, I’m incredibly proud and excited to announce that DeepMind is making a significant contribution to humanity’s understanding of biology. When...

An update on our racial justice efforts

In June 2020, after George Floyd was killed in Minneapolis (USA) and the solidarity that followed as millions spoke out at Black Lives Matter protests around the world, I – like many others – ...

Advancing sports analytics through AI research

Creating testing environments to help progress AI research out of the lab and into the real world is immensely challenging. Given AI’s long association with games, it is perhaps no surprise tha...

Game theory as an engine for large-scale data analysis

EigenGame maps out a new approach to solve fundamental ML problems. Modern AI systems approach tasks like recognising objects in images and predicting the 3D structure of proteins as a diligent...