Asked by Cambridge University to take a gap year due to his young age,[23] Hassabis began his computer games career at Bullfrog Productions after entering an Amiga Power "Win-a-job-at-Bullfrog" competition.[31] He began first by level designing on Syndicate, and then at 17 co-designing and lead programming on the 1994 game Theme Park, with the game's designer Peter Molyneux.[32]Theme Park, a simulation video game, sold several million copies[24] and inspired a whole genre of simulation sandbox games. He earned enough from his gap year to pay his own way through university.[23]
After graduating from Cambridge, Hassabis worked at Lionhead Studios.[33] Games designer Peter Molyneux, with whom Hassabis had worked at Bullfrog Productions, had recently founded the company. At Lionhead, Hassabis worked as lead AI programmer on the 2001 god gameBlack & White.[24]
The release of Elixir's first game, Republic: The Revolution, a highly ambitious and unusual political simulation game,[35] was delayed due to its huge scope, which involved an AI simulation of the workings of an entire fictional country. The final game was reduced from its original vision and greeted with lukewarm reviews, receiving a Metacritic score of 62/100.[36]Evil Genius, a tongue-in-cheek Bond villain simulator, fared much better with a score of 75/100.[37] In April 2005 the intellectual property and technology rights were sold to various publishers and the studio was closed.[38][39]
Neuroscience research at University College London
Working in the field of imagination, memory, and amnesia, he co-authored several influential papers published in Nature, Science, Neuron, and PNAS.[1] His very first academic work, published in PNAS,[42] was a landmark paper that showed systematically for the first time that patients with damage to their hippocampus, known to cause amnesia, were also unable to imagine themselves in new experiences. The finding established a link between the constructive process of imagination and the reconstructive process of episodic memory recall. Based on this work and a follow-up functional magnetic resonance imaging (fMRI) study,[43] Hassabis developed a new theoretical account of the episodic memory system identifying scene construction, the generation and online maintenance of a complex and coherent scene, as a key process underlying both memory recall and imagination.[44] This work received widespread coverage in the mainstream media[45] and was listed in the top 10 scientific breakthroughs of the year by the journal Science.[46] He later generalised these ideas to advance the notion of a 'simulation engine of the mind' whose role it was to imagine events and scenarios to aid with better planning.[47][48]
DeepMind
Hassabis is the CEO and co-founder of DeepMind, a machine learning AI startup, founded in London in 2010 with Shane Legg and Mustafa Suleyman. Hassabis met Legg when both were postdocs at the Gatsby Computational Neuroscience Unit, and he and Suleyman had been friends through family.[49] Hassabis also recruited his university friend and Elixir partner David Silver.[50]
DeepMind's mission is to "solve intelligence" and then use intelligence "to solve everything else".[51] More concretely, DeepMind aims to combine insights from systems neuroscience with new developments in machine learning and computing hardware to unlock increasingly powerful general-purpose learning algorithms that will work towards the creation of an artificial general intelligence (AGI). The company has focused on training learning algorithms to master games, and in December 2013 it announced that it had made a pioneering breakthrough by training an algorithm called a Deep Q-Network (DQN) to play Atari games at a superhuman level by only using the raw pixels on the screen as inputs.[52]
DeepMind's early investors included several high-profile tech entrepreneurs.[53][54] In 2014, Google purchased DeepMind for £400 million. Although most of the company has remained an independent entity based in London,[55] DeepMind Health has since been directly incorporated into Google Health.[56]
Since the Google acquisition, the company has notched up a number of significant achievements, perhaps the most notable being the creation of AlphaGo, a program that defeated world champion Lee Sedol at the complex game of Go. Go had been considered a holy grail of AI, for its high number of possible board positions and resistance to existing programming techniques.[57][58] However, AlphaGo beat European champion Fan Hui 5–0 in October 2015 before winning 4–1 against former world champion Lee Sedol in March 2016.[59][60] Additional DeepMind accomplishments include creating a neural Turing machine,[61] reducing the energy used by the cooling systems in Google's data centers by 40%,[62] advancing research on AI safety,[63][64] and the creation of a partnership with the National Health Service (NHS) of the United Kingdom and Moorfields Eye Hospital to improve medical service and identify the onset of degenerative eye conditions.[65]
DeepMind has also been responsible for technical advances in machine learning, having produced a number of award-winning papers. In particular, the company has made significant advances in deep learning and reinforcement learning, and pioneered the field of deep reinforcement learning which combines these two methods.[66] Hassabis has predicted that artificial intelligence will be "one of the most beneficial technologies of mankind ever" but that significant ethical issues remain.[67]
Hassabis has also warned of the potential dangers and risks of AI if misused, and has been a strong advocate of further AI safety research being needed.[68] In 2023, he signed the statement that "Mitigating the risk of extinction from AI should be a global priority alongside other societal-scale risks such as pandemics and nuclear war".[69] He considers however that a pause on AI progress would be very hard to enforce worldwide, and that the potential benefits (e.g. for health and against climate change) make it worth continuing. He said that there is an urgent need for research on evaluation tests that measure how capable and controllable new AI models are.[70]
AlphaFold
In 2016, DeepMind turned its artificial intelligence to protein folding, a 50-year grand challenge in science, to predict the 3D structure of a protein from its 1D amino acid sequence. This is an important problem in biology, as proteins are essential to life, almost every biological function depends on them, and the function of a protein is thought to be related to its structure. Knowing the structure of a protein can be very helpful in drug discovery and disease understanding. In December 2018, DeepMind's tool AlphaFold won the 13th Critical Assessment of Techniques for Protein Structure Prediction (CASP) by successfully predicting the most accurate structure for 25 out of 43 proteins. "This is a lighthouse project, our first major investment in terms of people and resources into a fundamental, very important, real-world scientific problem", Hassabis said to The Guardian.[71]
In November 2020, DeepMind again announced world-beating results in the CASP14 edition of the competition with AlphaFold 2, a new version of the system. It achieved a median global distance test (GDT) score of 87.0 across protein targets in the challenging free-modeling category, much higher than the same 2018 results with a median GDT < 60, and an overall error of less than the width of an atom (<1 Angstrom), making it competitive with experimental methods, and leading the organisers of CASP to declare the problem essentially solved.[72][73] Over the next year DeepMind used AlphaFold2 to fold all 200 million proteins known to science, and made the system and these structures openly and freely available for anyone to use via the AlphaFold Protein Structure Database developed in collaboration with EMBL-EBI.[74]
Personal life
Hassabis is married to an Italian molecular biologist with whom he has two sons. He resides in North London with his family.[75][76][77] He is also a lifelong fan of Liverpool FC.[23] Hassabis is the main subject of the documentary called The Thinking Game, which premiered in 2024's Tribeca Festival, from the same filmmaker as the award-winning documentary AlphaGo (2016).[78]
^ abHassabis, Demis (2014). "Demis Hassabis Personal Website". demishassabis.com. Archived from the original on 26 April 2015. Retrieved 30 July 2016.{{cite web}}: CS1 maint: unfit URL (link)
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