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Veo is our most capable video generation model to date. It generates high-quality, 1080p resolution videos that can go beyond a minute, in a wide range of cinematic and visual styles. It accurately captures the nuance and tone of a prompt, and provides an unprecedented level of creative control — understanding prompts for all kinds of cinematic effects, like time lapses or aerial shots of a landsc
Research A generalist AI agent for 3D virtual environments Published 13 March 2024 Authors By the SIMA Team We present new research on a Scalable Instructable Multiworld Agent (SIMA) that can follow natural-language instructions to carry out tasks in a variety of video game settings Video games are a key proving ground for artificial intelligence (AI) systems. Like the real world, games are rich l
Research AlphaGeometry: An Olympiad-level AI system for geometry Published 17 January 2024 Authors Trieu Trinh and Thang Luong Our AI system surpasses the state-of-the-art approach for geometry problems, advancing AI reasoning in mathematics Reflecting the Olympic spirit of ancient Greece, the International Mathematical Olympiad is a modern-day arena for the world's brightest high-school mathemati
Research Shaping the future of advanced robotics Published 4 January 2024 Authors The Google DeepMind Robotics Team Introducing AutoRT, SARA-RT and RT-Trajectory to improve real-world robot data collection, speed, and generalization Picture a future in which a simple request to your personal helper robot - “tidy the house” or “cook us a delicious, healthy meal” - is all it takes to get those jobs
Research FunSearch: Making new discoveries in mathematical sciences using Large Language Models Published 14 December 2023 Authors Alhussein Fawzi and Bernardino Romera Paredes By searching for “functions” written in computer code, FunSearch made the first discoveries in open problems in mathematical sciences using LLMs Large Language Models (LLMs) are useful assistants - they excel at combining c
Imagen 2 is our most advanced text-to-image diffusion technology, delivering high-quality, photorealistic outputs that are closely aligned and consistent with the user’s prompt. It can generate more lifelike images by using the natural distribution of its training data, instead of adopting a pre-programmed style. Imagen 2’s powerful text-to-image technology is available in Gemini, Search Generativ
The Gemini ecosystem represents Google's most capable AI.Our Gemini models are built from the ground up for multimodality — reasoning seamlessly across text, images, audio, video, and code.Latest updates
We’re beta launching SynthID, a tool for watermarking and identifying AI-generated content. With this tool, users can embed a digital watermark directly into AI-generated images or audio they create. This watermark is imperceptible to humans, but detectable for identification. Being able to identify AI-generated content is critical to promoting trust in information. While not a silver bullet for a
Research Millions of new materials discovered with deep learning Published 29 November 2023 Authors Amil Merchant and Ekin Dogus Cubuk AI tool GNoME finds 2.2 million new crystals, including 380,000 stable materials that could power future technologies Modern technologies from computer chips and batteries to solar panels rely on inorganic crystals. To enable new technologies, crystals must be stab
Company Transforming the future of music creation Published 16 November 2023 Announcing our most advanced music generation model, and two new AI experiments designed to open a new playground for creativityFrom jazz to heavy metal, techno to opera, music is a much loved form of creative expression. With complex and densely layered lyrics, melodies, rhythms, and vocals, creating music that’s compell
Research GraphCast: AI model for faster and more accurate global weather forecasting Published 14 November 2023 Authors Remi Lam on behalf of the GraphCast team Our state-of-the-art model delivers 10-day weather predictions at unprecedented accuracy in under one minute The weather affects us all, in ways big and small. It can dictate how we dress in the morning, provide us with green energy and, i
Research A glimpse of the next generation of AlphaFold Published 31 October 2023 Authors Google DeepMind AlphaFold team and Isomorphic Labs team Progress update: Our latest AlphaFold model shows significantly improved accuracy and expands coverage beyond proteins to other biological molecules, including ligands. Since its release in 2020, AlphaFold has revolutionized how proteins and their interac
Research RoboCat: A self-improving robotic agent Published 20 June 2023 Authors The RoboCat team New foundation agent learns to operate different robotic arms, solves tasks from as few as 100 demonstrations, and improves from self-generated data. Robots are quickly becoming part of our everyday lives, but they’re often only programmed to perform specific tasks well. While harnessing recent advance
Impact AlphaDev discovers faster sorting algorithms Published 7 June 2023 Authors Daniel J. Mankowitz and Andrea Michi New algorithms will transform the foundations of computing Digital society is driving increasing demand for computation, and energy use. For the last five decades, we relied on improvements in hardware to keep pace. But as microchips approach their physical limits, it’s critical t
Earlier today we announced some changes that will accelerate our progress in AI and help us develop more capable AI systems safely and responsibly. Below is a recap of what DeepMind CEO Demis Hassabis shared with employees: Hi Team When we launched DeepMind back in 2010, many people thought general AI was a farfetched science fiction technology that was decades away from being a reality. Now, we l
Research Discovering novel algorithms with AlphaTensor Published 5 October 2022 Authors Alhussein Fawzi, Matej Balog, Bernardino Romera-Paredes, Demis Hassabis, Pushmeet Kohli First extension of AlphaZero to mathematics unlocks new possibilities for research Algorithms have helped mathematicians perform fundamental operations for thousands of years. The ancient Egyptians created an algorithm to mu
Research Building safer dialogue agents Published 22 September 2022 Authors The Sparrow team Training an AI to communicate in a way that’s more helpful, correct, and harmless In recent years, large language models (LLMs) have achieved success at a range of tasks such as question answering, summarisation, and dialogue. Dialogue is a particularly interesting task because it features flexible and int
Research AlphaFold reveals the structure of the protein universe Published 28 July 2022 Authors Demis Hassabis Read about solving protein folding at deepmind.com/AlphaFold and see a timeline of our breakthrough here. It’s been one year since we released and open sourced AlphaFold, our AI system to predict the 3D structure of a protein just from its 1D amino acid sequence, and created the AlphaFold
Latest news Discover our latest AI breakthroughs and updates from the lab Responsibility & Safety The ethics of advanced AI assistants The ethics of advanced AI assistants Exploring the promise and risks of a future with more capable AI Research TacticAI: an AI assistant for football tactics As part of our multi-year collaboration with Liverpool FC, we develop a full AI system that can advise coac
Research Competitive programming with AlphaCode Published 8 December 2022 Authors The AlphaCode team Note: This blog was first published on 2 Feb 2022. Following the paper’s publication in Science on 8 Dec 2022, we’ve made minor updates to the text to reflect this. Solving novel problems and setting a new milestone in competitive programming Creating solutions to unforeseen problems is second natu
Responsibility & Safety Language modelling at scale: Gopher, ethical considerations, and retrieval Published 8 December 2021 Authors Jack Rae, Geoffrey Irving, Laura Weidinger Language, and its role in demonstrating and facilitating comprehension - or intelligence - is a fundamental part of being human. It gives people the ability to communicate thoughts and concepts, express ideas, create memorie
MuJoCo: Complex contact-related phenomena like the flipping of a Tippe top emerge naturally in MuJoCo due to its accurate description of contacts. A recent PNAS perspective exploring the state of simulation in robotics identifies open source tools as critical for advancing research. The authors’ recommendations are to develop and validate open source simulation platforms as well as to establish op
Research Game theory as an engine for large-scale data analysis Published 6 May 2021 Authors Brian McWilliams, Ian Gemp, Claire Vernade 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 student would prepare for an exam. By training on many example problems
Open source Using JAX to accelerate our research Published 4 December 2020 Authors David Budden, Matteo Hessel 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) systems. As part of this work, we constantly evaluate new machine learning libraries and framewor
Research AlphaFold: a solution to a 50-year-old grand challenge in biology Published 30 November 2020 Authors The AlphaFold team In July 2022, we released AlphaFold protein structure predictions for nearly all catalogued proteins known to science. Read the latest blog here. Proteins are essential to life, supporting practically all its functions. They are large complex molecules, made up of chains
Research FermiNet: Quantum Physics and Chemistry from First Principles Published 19 October 2020 Authors David Pfau, James Spencer, Alexander Matthews, Matthew Foulkes * (* External authors) 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 important funda
Research Agent57: Outperforming the human Atari benchmark Published 31 March 2020 Authors Adrià Puigdomènech, Bilal Piot, Steven Kapturowski, Pablo Sprechmann, Alex Vitvitskyi, Daniel Guo, Charles Blundell The Atari57 suite of games is a long-standing benchmark to gauge agent performance across a wide range of tasks. We’ve developed Agent57, the first deep reinforcement learning agent to obtain a
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