DeepMind Product Presentation Deck
April 2023, 27 slides
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a a to advance if | DeepMind
the power of learning systems nature score | DeepMind
mastering the game of go through self learning we the complexity of go match legendary lee the famous move in game years old players wins the match in creative strategies never seen before lee positions atoms in the universe watched the match doc interpolation extrapolation invention | DeepMind
training the model through self play win rate generate data train self play game match off silver nature silver nature silver science | DeepMind
guiding the search with the model a | DeepMind
our landmark breakthroughs a a a to play directly from me ore ere on to leam a model to guide mel sick any player game from scratch plays complex real time game starcraft strategy peel tee silver science nature | DeepMind
a for scientific | DeepMind
the protein folding problem amino acid sequence pecan protein structure proteins are essential to all life their function partially depends on their structure determining the structure often takes years of painstaking experimental work the structure of a protein should be fully determined by the amino acid sequence lecture a year old grand challenge in biology | DeepMind
can the protein structure prediction problem be solved why is this such a hard problem paradox possible shapes that an average protein can take yet in nature proteins somehow fold spontaneously within milliseconds competition the gold standard run every years since to test the best computational systems | DeepMind
achieves atomic accuracy at a a a key is to get the prediction accurate to within the width of an atom a error not much progress made for a decade the field at by introducing cutting edge for first time improving accuracy by for to reach atomic accuracy leading the to declare the problem solved median accuracy for winning team at free modelling category | DeepMind
iterative steps toward a protein structure prediction structure and function of target of a crass like phage nature | DeepMind
published methods open sourced the code and generated structure predictions for all proteins known to science safety and ethics we consulted with experts across built the in collaboration with providing free and unrestricted access to every structure biology research and human rights | DeepMind
is accelerating progress on a range of important problems see more unfolded stories at unfolded nuclear pore complex plastic pollution antibiotic resistance and graham for enzyme innovation university of and university of colorado structural biology science science a crop innovative institute malaria vaccine the university of drug discovery delivery therapeutics broad institute | DeepMind
the impact of science incredible impact so far users countries citations method of the year nature methods breakthrough of the year science | DeepMind
science at digital speed | DeepMind
the new era of digital biology biology at its most fundamental level is an information processing system but life is a phenomenally complex and emergent process potentially perfect type of regime for is a proof of concept and perhaps heralds the dawn of a new era of digital biology started isomorphic labs to reimagine the drug discovery process from first principles with virtual cell | DeepMind
making search tractable taking a step back what is the essence of what our systems are doing finding the optimal solution in an enormous combinatorial space learn a model of that environment from data or simulation use that model to guide a search according to an objective function turns out this is a very general solution and many problems fit this pattern | DeepMind
finding the best go move | DeepMind
finding the best chemical compound in chemistry space pees | DeepMind
quantum chemistry modeling the electron density of science solving complex conjectures in a me weather prediction | DeepMind
data optimization for data the world most realistic text to speech system play recommendations recommender systems | DeepMind
writing computer programs at a competitive level large models | DeepMind
has long history of pioneering work in large models and are all the rage at the moment we have our own powerful systems of course has pioneered research on adjacent areas such as attention retrieval safety ethics scaling laws scale is important but not the only thing that matters large trained models are a necessary but probably not sufficient component for model gopher when released was the and best innovation retrieval using memory retrieval innovation safety safety and ethics more innovations will be needed in areas such as grounding planning memory and reasoning innovation chinchilla efficient compute for training | DeepMind
building dialogue agents are all the rage at the moment we have our own powerful systems of course sparrow an information seeking dialogue agent designed to be more helpful correct and designed to answer questions with responses that are useful and evidence based safety is reinforcement learning from human feedback and a set of rules help reduce the risk of unsafe and inappropriate answers frontier fun engaging accurate safe improving alignment of dialogue agents via targeted human | DeepMind
pioneering responsibly has incredible potential to help with humanity challenges but must be built responsibly and safely and be used for the benefit of everyone ethics and safety has been central to our mission from the beginning evolved into principles we continue to provide responsible thought leadership on strategy risks ethics and safety for the community | DeepMind
approach approaching an extremely critical moment in human history we should not move fast and break things instead we should use the scientific method thoughtful deliberation and foresight hypothesis generation and rigorous testing carefully controlled conditions and detailed analysis update based on empirical data with external review we need to be bold and responsible aim to gain a better understanding as we approach we need to treat it with the respect and precaution technology of this potential demands | DeepMind
the ultimate general purpose tool to help us understand the universe | DeepMind
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