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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...

MuZero_ Mastering Go, chess, shogi and Atari without rules

In 2016, we introduced AlphaGo, the first artificial intelligence (AI) program to defeat humans at the ancient game of Go. Two years later, its successor - AlphaZero - learned from scratch to m...

Using JAX to accelerate our research

DeepMind engineers accelerate our research by building tools, scaling up algorithms, and creating challenging virtual and physical worlds for training and testing artificial intelligence (AI) s...

AlphaFold_ a solution to a 50-year-old grand challenge in biology

Proteins are essential to life, supporting practically all its functions. They are large complex molecules, made up of chains of amino acids, and what a protein does largely depends on its uniq...

Breaking down global barriers to access

This week, we welcomed our biggest and most geographically diverse cohort of DeepMind scholars yet. We’re excited to reflect on the journey so far, share more on the next chapter of the DeepMin...

FermiNet_ Quantum Physics and Chemistry from First Principles

In an article recently published in Physical Review Research, we show how deep learning can help solve the fundamental equations of quantum mechanics for real-world systems. Not only is this an...

Fast reinforcement learning through the composition of behaviours

The compositional nature of intelligence Imagine if you had to learn how to chop, peel and stir all over again every time you wanted to learn a new recipe. In many machine learning systems, age...

Traffic prediction with advanced Graph Neural Networks

By partnering with Google, DeepMind is able to bring the benefits of AI to billions of people all over the world. From reuniting a speech-impaired user with his original voice, to helping user...