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MuZero: Mastering Go, chess, shogi and Atari without rules

Planning winning strategies in unknown environments is a step forward in the pursuit of general-purpose algorithms.

Using JAX to accelerate our research

An introduction to our JAX ecosystem and why we find it useful for our AI research.

AlphaFold: a solution to a 50-year-old grand challenge in biology

In a major scientific advance, AlphaFoldis recognised as a solution to the protein folding problem.

Breaking down global barriers to access

FermiNet: Quantum Physics and Chemistry from First Principles

Weve developed a new neural network architecture, the Fermionic Neural Network or FermiNet, which is well-suited to modeling the quantum state of large collections of electrons, the fundamental building blocks of chemical bonds.

Fast reinforcement learning through the composition of behaviours

Traffic prediction with advanced Graph Neural Networks

Working with our partners at Google Maps, we used advanced machine learning techniques including Graph Neural Networks, to improve the accuracy of real time ETAs by up to 50%.

Applying for technical roles

We answer the Women in Machine Learning community's questions about applying for a job in industry.

Using AI to predict retinal disease progression

Vision loss among the elderly is a major healthcare issue: about one in three people have some vision-reducing disease by the age of 65. Age-related macular degeneration (AMD) is the most common cause of blindness in the developed world. In Europe, approximately 25% of those 60 and older have AMD. The dry form is relatively common among people over...

Specification gaming: the flip side of AI ingenuity

Specification gaming is a behaviour that satisfies the literal specification of an objective without achieving the intended outcome. We have all had experiences with specification gaming, even if not by this name. Readers may have heard the myth of King Midas and the golden touch, in which the king asks that anything he touches be turned to gold - but...

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