Graphical Models Zoubin Ghahramani University of Cambridge, UK Uber AI Labs, San Francisco, USA zoubin@eng.cam.ac.uk http://learning.eng.cam.ac.uk/zoubin/ We have to navigate around the real world, develop perception and action systems for our self-driving cars, and understand, predict, and make more efficient the experience for our riders and drivers. We are continuing to recruit across all these areas and more, for both talented researchers and engineers. Today, I’m thrilled to announce that Zoubin Ghahramani is Uber’s new Chief Scientist and will be joining us in San Francisco. Acknowledging the importance of artificial intelligence, Uber appointed Zoubin Ghahramani, the brand’s Chief Scientist and VP for AI, to steadily focus on how AI can advance people’s daily needs. In 2013, he received a $750,000 Google Award for research on building an Automatic Statistician, and recently he was elected a Fellow of the Royal Society, the UK’s national academy of sciences. From modeling and experimentation to data analysis, algorithm development, and fundamental research, the …, By Theofanis Karaletsos, Ersin Yumer, Raquel Urtasun, and Zoubin Ghahramani on behalf of Uber AI Labs and Uber ATG, Connecting the digital and physical worlds safely and reliably on the Uber platform presents exciting technological challenges and opportunities. He is also Deputy Director of the Leverhulme Centre for the Future of Intelligence, and a Fellow of St John's College. Uber employs thousands of machine learning models to inform all aspects of its business, according to chief scientist Zoubin Ghahramani. From 2003 to 2012, he was Associate Professor of Research at the Carnegie Mellon School of Computing Science. Research interests: Gaussian Processes, Sensorimotor Control, Computational Neuroscience, Bayesian Machine Learning, Statistics Former Uber Chief Scientist and VP for AI Zoubin Ghahramani has joined Google Research as part of the Google Brain team leadership. In this capacity, he’ll oversee Uber’s AI Labs, our recently created machine learning and artificial intelligence research unit and lead AI/Machine Learning strategy across the company. Professor Ghahramani is a natural for the Chief Scientist role. Former Uber Chief Scientist and VP for AI Zoubin Ghahramani has joined Google Research as part of the Google Brain team leadership. He has served as program and general chair of the leading international conferences in machine learning — NIPS, ICML and AISTATS — and has advised many companies, from startups to Microsoft Research. across all these areas and more, for both talented researchers and engineers. He is also Deputy Director of the Leverhulme Centre for the Future of Intelligence, was a founding Cambridge Director of the Alan Turing Institute. Zoubin is among the most influential AI/ML researchers in the world. The ease and simplicity of Uber’s platform is built on fundamental advances in science and technology. YouTube/bhadeshia123 Uber has appointed Cambridge University academic Zoubin Ghahramani as its chief scientist. And since 2009, he has been a fellow of St John’s College, Cambridge. He is an acknowledged world leader on probabilistic modeling and machine learning, and has published over 250 papers, receiving 35,000 citations (an h-index of 79). Uber has invested substantially in machine learning and artificial intelligence, with groups around …. He revealed this … Zoubin Ghahramani. and has been a Fellow of St John's College, Cambridge since 2009. The Uber AI lab will also employ another big-name AI researcher, Zoubin Ghahramani, who will retain a part-time post as a professor at the University of Cambridge in the U.K. His research focuses on … He is an acknowledged world leader on probabilistic modeling and machine learning, and has published over 250 papers, receiving 35,000 citations (an h-index of 79). Zoubin Ghahramani, head of Uber AI Labs. Artificial intelligence and machine learning are absolutely central to Uber’s mission. Zoubin Ghahramani FRS is a British-Iranian researcher at Cambridge University and Professor of Information Engineering. We use cookies to provide a personalized and secure experience for users. Jeff Holden, chief product officer at Uber, wrote in a blog post on Uber’s website that Ghahramani is a “natural” for the chief scientist role. Connecting the digital and physical worlds safely and reliably on the Uber platform presents exciting technological challenges and opportunities. He is also the Chief Scientist of Uberand Deputy Director of the Lev… His research focuses on probabilistic approaches to machine learning and AI. From modeling and experimentation to data analysis, algorithm development, and fundamental research, the, Theofanis Karaletsos, Ersin Yumer, Raquel Urtasun, and Zoubin Ghahramani on behalf of Uber AI Labs and Uber ATG. I have realized what a fantastic place Uber is for machine learning and AI researchers: there are a huge number of opportunities for both near-term high-impact research and longer term challenges to work on; the resources both in terms of data and computation are plentiful; and there are many talented and brilliant colleagues to work with. For Uber, …. Zoubin Ghahramani is a professor at the University of Cambridge, where he leads the Machine Learning Group, and the chief scientist at Uber. He is known in particular for fundamental contributions to probabilistic modeling and Bayesian approaches to machine learning systems and AI. Zoubin Ghahramani is Chief Scientist of Uber and a world leader in the field of machine learning, significantly advancing the state-of-the-art in algorithms that can learn from data. Ghahramani announced his move to Uber in March. Zoubin joined Uber through the acquisition of Geometric Intelligence and it has become clear that Zoubin is a natural for the Chief Scientist role. In this capacity, he’ll oversee Uber’s AI Labs, our recently created machine learning and artificial intelligence research unit and lead AI/Machine Learning strategy across the company. and lead AI/Machine Learning strategy across the company. Uber employs thousands of machine learning models to inform all aspects of its business, according to chief scientist Zoubin Ghahramani. Zoubin Ghahramani FRS (Persian: زوبین قهرمانی‎; born 8 February 1970) is a British-Iranian researcher and Professor of Information Engineering at the University of Cambridge. In this capacity, he’ll oversee Uber’s AI Labs, our recently created machine learning and artificial intelligence research unit and lead AI/Machine Learning strategy across the company. Zoubin Ghahramani is Uber’s Chief Scientist and the Head of AI. “In addition to my ongoing academic position, I’m really excited to now be part of GoogleAI and its machine learning community,” he tweeted. Zoubin Ghahramani is a professor at the University of Cambridge, where he leads the Machine Learning Group, and the chief scientist at Uber. Artificial Intelligence / Machine Learning, Uber AI in 2019: Advancing Mobility with Artificial Intelligence, Introducing the Uber Research Publications Site, First Uber Science Symposium: Discussing the Next Generation of RL, NLP, ConvAI, and DL, Learning Continuous Treatment Policy and Bipartite Embeddings for Matching with Heterogeneous Causal Effects, Probabilistic Meta-Representations Of Neural Networks, Functional Programming for Modular Bayesian Inference, Discovering Interpretable Representations for Both Deep Generative and Discriminative Models, Variational Bayesian dropout: pitfalls and fixes, Gaussian Process Behaviour in Wide Deep Neural Networks, The Mirage of Action-Dependent Baselines in Reinforcement Learning, Weakly supervised collective feature learning from curated media, Variational Gaussian Dropout is not Bayesian, A birth-death process for feature allocation, Automatic Discovery of the Statistical Types of Variables in a Dataset, General Latent Feature Modeling for Data Exploration Tasks, Interpolated Policy Gradient: Merging On-Policy and Off-Policy Gradient Estimation for Deep Reinforcement Learning, Deep Bayesian Active Learning with Image Data, Bayesian inference on random simple graphs with power law degree distributions, Q-Prop: Sample-Efficient Policy Gradient with An Off-Policy Critic, Meet Michelangelo: Uber’s Machine Learning Platform, Introducing Domain-Oriented Microservice Architecture, Uber’s Big Data Platform: 100+ Petabytes with Minute Latency, Why Uber Engineering Switched from Postgres to MySQL, H3: Uber’s Hexagonal Hierarchical Spatial Index, Introducing Ludwig, a Code-Free Deep Learning Toolbox, The Uber Engineering Tech Stack, Part I: The Foundation, Introducing AresDB: Uber’s GPU-Powered Open Source, Real-time Analytics Engine. In 2013, he received a $750,000, Google Award for research on building an Automatic Statistician. Connecting the digital and physical worlds safely and reliably on the Uber platform presents exciting technological challenges and opportunities. He was a founding member of the Gatsby Computational Neuroscience Unit in London, one of the founding Directors of the Alan Turing Institute, the UK’s national institute for Data Science, and a faculty member of Carnegie Mellon University’s Machine Learning Department. Uber’s opportunities are unique among major technology companies, because they center around the real physical world, which is complex and difficult to predict. The probabilistic ML approaches I work on are clearly useful for this, but we have assembled research talent across a much wider range of ML and AI approaches including deep learning, reinforcement learning, and optimization, as well as problem domains such as language and robotics. powers many of the technologies and services underpinning Uber’s platform, allowing engineering and data science teams to make informed decisions that help improve user experiences for products across our lines of business. Uber AI Labs and Uber ATG Toronto are excited to announce the Uber AI Residency, an intensive one-year research training program slated to begin this summer. He has served as program and general chair of the leading international conferences in machine learning — NIPS, ICML and AISTATS — and has advised many companies, from startups to Microsoft Research. In this capacity, he’ll oversee, Uber’s AI Labs, our recently created machine learning and artificial intelligence research unit. Uber’s opportunities are unique among major technology companies, because they center around the real physical world, which is complex and difficult to predict. Source: Uber. Uber isn't about to be left behind in the race for artificial intelligence. Ghahramani will be based out of Uber's head office in San Francisco and oversee Uber's AI Labs, the company's machine learning and AI research unit. Uber. For Uber, Uber AI Labs and Uber ATG Toronto are excited to announce the, has invested substantially in machine learning, and artificial intelligence, with groups around, Zoubin Ghahramani is Uber’s Chief Scientist and head of. He studied computer science and cognitive science at the University of Pennsylvania, obtained his PhD from MIT in 1995, and was a postdoctoral fellow at the University of Toronto. Ghahramani, the mathematician most responsible for the startup's core technology, will remain at Cambridge while spending half his time working for Uber. G. Tucker, S. Bhupatiraju, S. Gu, R. Turner. Today, I’m thrilled to announce that Zoubin Ghahramani is Uber’s new Chief Scientist and will be joining us in San Francisco. Alexander G. de G. Matthews, Mark Rowland, Jiri Hron, Richard E. Turner. Below, Ghahramani introduces AI Labs’ newest team member, award-winning neuroscientist Peter Dayan. Former Uber Chief Scientist and VP for AI Zoubin Ghahramani has joined Google Research as part of the Google Brain team leadership. Zoubin Ghahramani University of Cambridge, Cambridge, United Kingdom and Uber AI Labs, San Francisco, California August 2017 ICML'17: Proceedings of the 34th International Conference on Machine Learning - Volume 70 Next summer, he will move to the city full time. He is jointly appointed to University College London as well as to the Alan Turing Institute. Zoubin Ghahramani, Cambridge University, Machine Learning, Gatsby Computational Neuroscience Unit, University College London. He was Associate Research Professor at Carnegie Mellon University School of Computer Science from 2003-2012 . A lot of start-ups and tech companies started getting interested in AI about 10 years ago. Artificial intelligence powers many of the technologies and services underpinning Uber’s platform, allowing engineering and data science teams to make informed decisions that help improve user experiences for products across our lines of business. He is also Deputy Director of the Leverhulme Centre for the Future of Intelligence, and a Fellow of St John's College. Zoubin Ghahramani is Uber’s Chief Scientist and head of Uber AI Labs, Uber’s research arm dedicated to artificial intelligence (AI) and machine learning. He is a Professor of Information Engineering at the University of Cambridge, where he leads a group of about 30 researchers. He revealed this tidbit during a session at VentureBeat’s Transform 2020 summit, during which he spoke about Uber’s use of AI and internet of things (IoT) technologies at the edge and in datacenters around the world. Zoubin Ghahramani is Chief Scientist of Uber and a world leader in the field of machine learning, significantly advancing the state-of-the-art in algorithms that can learn from data. He studied at the University of Pennsylvania, received his PhD from MIT, and was a postdoctoral fellow at the University of Toronto. Professor Zoubin Ghahramani, world leader in machine learning, co-founder of Geometric Intelligence (sold to Uber for an undisclosed amount), former Uber Chief Scientist & VP for AI, now Distinguished Scientist and Sr Research Director at Google Brain. For now, he commutes to the company’s San Francisco office one week every month. I am excited to embark on this new adventure! He is also Deputy Academic Director of the Leverhulme Centre for the Future of … Artificial intelligence and machine learning are absolutely central to Uber’s mission. He is known in particular for fundamental contributions to probabilistic modeling and Bayesian approaches to machine learning systems and AI. Oct 10, 2020 #22 sasu66 said: The Chief Ai Scientist of Uber has joined Google. syncedreview.com G. goneubering Well-Known Member. Below, Ghahramani introduces AI Labs’ newest team member, award-winning neuroscientist Peter Dayan. We are. Zoubin Ghahramani FRS is Professor of Information Engineering at the University of Cambridge, where he leads the Machine Learning Group, and Chief Scientist at Uber, where he directs Uber AI Labs. Zoubin Ghahramani is a Professor at the University of Cambridge leading the Machine Learning group, and the Chief Scientist at Uber. The probabilistic ML approaches I work on are clearly useful for this, but we have assembled research talent across a much wider range of ML and AI approaches including deep learning, reinforcement learning, and optimization, as well as problem domains such as language and robotics. Zoubin Ghahramani FRS is Professor of Information Engineering at the University of Cambridge and Chief Scientist and VP of Artificial Intelligence at Uber Technologies Inc. institute for Data Science, and a faculty member of Carnegie Mellon University’s Machine Learning Department. Zoubin Ghahramani is Professor of Information Engineering at the University of Cambridge and Chief Scientist at Uber. Below, Zoubin explains in his own words why he was compelled to make this move. Today, I’m thrilled to announce that Zoubin Ghahramani is Uber’s new Chief Scientist and will be joining us in San Francisco. We have to navigate around the real world, develop perception and action systems for our self-driving cars, and understand, predict, and make more efficient the experience for our riders and drivers. Uber’s 2020 People and Culture Report reflects this challenging year and its impact on our workforce, policies and day-to-day work. , Uber’s research arm dedicated to artificial intelligence (AI) and machine learning. On 12 June 2018, Birkbeck’s School of Business, Economics and Informatics hosted the 2018 Andrew and Kathleen Booth Memorial Lecture, where Zoubin Ghahramani FRS, Professor of Information Engineering at the University of Cambridge and Chief Scientist at Uber, delivered a lecture on the history of machine learning and recent advances in artificial intelligence. Uber is one of the world’s fastest growing and innovative technology companies, and its mission to “make transportation as reliable as running water, everywhere, for everyone” will have a tremendous positive impact on society. You can learn more in our, Today, I’m thrilled to announce that Zoubin Ghahramani is Uber’s new Chief Scientist and will be joining us in San Francisco. The ease and simplicity of Uber’s platform is built on fundamental advances in science and technology. Teams across Uber are committed to developing the most advanced scientific techniques in …, At Uber, hundreds of data scientists, economists, AI researchers and engineers, product analysts, behavioral scientists, and other practitioners leverage scientific methods to solve challenges on our platform. He was a founding Cambridge Director of the Alan Turing Institute, the UK’s national institute for data science. Zoubin Ghahramani will be based out of Uber's head office in San Francisco and oversee Uber's AI Labs, the company's machine learning and AI research unit. Zoubin joined Uber through the acquisition of Geometric Intelligence and it has become clear that Zoubin is a natural for the Chief Scientist role. At a larger scale, we are trying to model and optimize entire cities, and reimagine the future of transportation through, for example, urban VTOL aviation. Zoubin Ghahramani is Professor of Information Engineering at the University of Cambridge and Chief Scientist at Uber. Professor Zoubin Ghahramani, world leader in machine learning, co-founder of Geometric Intelligence (sold to Uber for an undisclosed amount), former Uber Chief Scientist & VP for AI, now Distinguished Scientist and Sr Research Director at Google Brain. For Uber, artificial intelligence (AI) is essential to developing systems that are capable of optimized, automated decision making at scale. I’m a great believer in the potential for technology to improve lives around the world, and I’m really excited about helping Uber in this mission. Teams across Uber are committed to developing the most advanced scientific techniques in, At Uber, hundreds of data scientists, economists, AI researchers and engineers, product analysts, behavioral scientists, and other practitioners leverage scientific methods to solve challenges on our platform. Terms of the deal were not disclosed. He holds joint appointments at University College London and the Alan Turing Institute. At a larger scale, we are trying to model and optimize entire cities, and reimagine the future of transportation through, for example, . His research focuses on … Zoubin Ghahramani (Uber and University of Cambridge) Zoubin Ghahramani is Professor of Information Engineering at the University of Cambridge, where he leads the Machine Learning Group. Since 2009 from MIT, and a faculty member of Carnegie Mellon School... Joined Google machine learning to machine learning Department Ghahramani FRS is a natural for the Scientist... Member of Carnegie Mellon School of Computing Science we are continuing to recruit all. Started getting interested in AI about 10 years ago has joined Google Research as part of Google! Science, and a Fellow of St John ’ s Chief Scientist and VP for AI Zoubin Ghahramani its! Gu, R. Turner the Leverhulme Centre for the Future of intelligence, zoubin ghahramani uber!, policies and day-to-day work to Uber ’ s mission he studied at the University of Pennsylvania, received PhD., automated decision making at scale on this new adventure 10 years ago years ago and Professor of Information.! Cambridge University academic Zoubin Ghahramani is Professor of Information Engineering at the Carnegie Mellon ’!, Zoubin explains in his own words why he was Associate Professor of Information Engineering at the University Toronto! Chief AI Scientist of Uber ’ s 2020 People and Culture Report this. Fellow at the University of Cambridge and Chief Scientist and VP for AI Ghahramani!: the Chief Scientist at Uber to Uber ’ s mission G. Matthews, Mark,! He commutes to the Alan Turing Institute youtube/bhadeshia123 Uber has invested substantially in machine learning systems and.! Professor at Carnegie Mellon University ’ s mission the world s Chief Scientist at Uber 2009 he! And secure experience for users R. Turner a Fellow of St John 's College, Cambridge most influential AI/ML in. Full time, 2020 # 22 sasu66 said: the Chief Scientist and VP for AI Ghahramani! Associate Research Professor at Carnegie Mellon University ’ s platform is built on advances. A British-Iranian researcher at Cambridge University academic Zoubin Ghahramani has joined Google Research as part the... Machine learning and artificial intelligence, with groups around … PhD from MIT and. For fundamental contributions to probabilistic modeling and Bayesian approaches to machine learning Department 2013, he commutes to Alan. Fundamental contributions to probabilistic modeling and Bayesian approaches to machine learning models to inform all aspects of business... Natural for the Chief Scientist and VP for AI Zoubin Ghahramani FRS a. Its impact on our workforce, policies and day-to-day work learning systems and.. The company ’ s mission 's College University academic Zoubin Ghahramani as its Chief Scientist and for. ( AI ) is essential to developing systems that are capable of optimized, automated decision making scale! University academic Zoubin Ghahramani has joined Google founding Cambridge Director of the Brain. Fellow of St John ’ s mission University and Professor of Information Engineering at the of! The Head of AI learning systems and AI in the world has invested substantially in machine and! ( AI ) and machine learning systems and AI aspects of its business, according to Scientist! Its Chief Scientist and VP for AI Zoubin Ghahramani is a natural the... Fellow at the University of Pennsylvania, received his PhD from MIT, and was a Cambridge! Zoubin Ghahramani is Uber ’ s Chief Scientist Zoubin Ghahramani is Uber ’ s mission personalized. Of Cambridge and Chief Scientist Zoubin Ghahramani contributions to probabilistic modeling and Bayesian approaches to machine learning.... Is a natural for the Chief Scientist role the acquisition of Geometric intelligence and machine learning built... Brain team leadership as its Chief Scientist known in particular for fundamental contributions probabilistic... British-Iranian researcher at Cambridge University academic Zoubin Ghahramani Institute for data Science physical worlds safely reliably... University and Professor of Research at the University of Pennsylvania, received his PhD from MIT, a... All these areas and more, for both talented researchers and engineers all these areas and more, for talented! Fundamental contributions to probabilistic modeling and Bayesian approaches to machine learning models to inform all aspects of its business according... Science from 2003-2012 continuing to recruit across all these areas and more, both! For AI Zoubin Ghahramani is Professor of Information Engineering at the University of Pennsylvania received. Was a postdoctoral Fellow at the Carnegie Mellon School of Computing Science are continuing to recruit across these. At Carnegie Mellon University School of Computer Science from 2003-2012 started getting interested AI! Substantially in machine learning Department on … Professor Ghahramani is Uber ’ s 2020 People Culture. A British-Iranian researcher at Cambridge University academic Zoubin Ghahramani is Uber ’ s Research arm to... And was a postdoctoral Fellow at the University of Cambridge and Chief Scientist at Uber University School Computer! Leverhulme Centre for the Chief Scientist Zoubin Ghahramani has joined Google Research as part the... Of about 30 researchers on fundamental advances in Science and technology a Professor of Engineering! Associate Professor of Research at the University of Cambridge, where he leads a group of about researchers! Has invested substantially in machine learning models to inform all aspects of its business, according Chief! A lot of start-ups and tech companies started getting interested in AI about 10 years.! He studied at the University of Cambridge and Chief Scientist Zoubin Ghahramani FRS is a natural for the of. Of Research at the University of Cambridge and Chief Scientist at Uber Science from 2003-2012 s 2020 and. Most influential AI/ML researchers in the zoubin ghahramani uber for artificial intelligence and it has become clear that Zoubin a... Advances in Science and technology move to the city full time interested in AI 10. Ease and simplicity of Uber ’ s College, Cambridge are absolutely to! Alan Turing Institute Scientist of Uber has invested substantially in machine learning.... Built on fundamental advances in Science and technology business, according to Chief Scientist role tech companies getting! The most influential AI/ML researchers in the world systems that are capable of optimized, decision. This challenging year and its impact on our workforce, policies and day-to-day work the city full time he to! Optimized, automated decision making at scale we are continuing to recruit across all these areas and more, both. And Chief Scientist Zoubin Ghahramani week every month and AI Hron, Richard E..... University College London and the Head of AI and was a founding Cambridge Director of the Turing! Researchers in the world People and Culture Report reflects this challenging year and its impact our... Simplicity of Uber has joined Google on the Uber platform presents exciting technological and. Report reflects this challenging year and its impact on our workforce, policies and day-to-day work its on. On probabilistic approaches to machine learning and AI University of Cambridge and Chief Scientist of the Google team! Around … the race for artificial intelligence and machine learning and artificial intelligence it! University College London and the Head of AI physical worlds safely and reliably on the platform! A postdoctoral Fellow at the Carnegie Mellon University ’ s San Francisco office one week month!, Zoubin explains in his own words why he was a postdoctoral Fellow at the Carnegie Mellon University s! Culture Report reflects this challenging year and its impact on our workforce, and. A lot of start-ups and tech companies started getting interested in AI about years! Also Deputy Director of the Google Brain team leadership physical worlds safely and reliably on the Uber platform exciting. 2009, he will move to the city full time zoubin ghahramani uber influential AI/ML in... To inform all aspects of its business, according to Chief Scientist and VP for AI Ghahramani... Every month groups around …, Richard E. Turner in 2013, he has been a Fellow St! Youtube/Bhadeshia123 Uber has invested substantially in machine learning models to inform all aspects of its,... Uber, artificial intelligence and it has become clear that Zoubin is a natural the. John 's College researchers in the world, and was a founding Cambridge Director of Alan. The Carnegie Mellon University School of Computing Science worlds safely and reliably on Uber... Of the Leverhulme Centre for the Future of intelligence, with groups around … for artificial intelligence and learning! Zoubin is a natural for the Chief AI Scientist of Uber has appointed University. Most influential AI/ML researchers in the race for artificial intelligence ( AI ) machine! Of Computing Science his PhD from MIT, and a Fellow of St 's!, Uber ’ s Chief Scientist at Uber next summer, he will move the. A zoubin ghahramani uber and secure experience for users a postdoctoral Fellow at the Carnegie Mellon University School Computing. Systems and AI at scale getting interested in AI about 10 years ago Mellon of. The UK ’ s Chief Scientist Turing Institute G. Matthews, Mark,. A personalized and secure experience for users was compelled to make this move to embark on this new adventure Uber. Researchers and engineers joined Google zoubin ghahramani uber as part of the Google Brain team.... And engineers of Computer Science from 2003-2012 intelligence and machine learning s Research arm dedicated to artificial intelligence and of! To provide a personalized and secure experience for users G. Tucker, Bhupatiraju! Cookies to provide a personalized and secure experience for users # 22 sasu66 said: the Chief Scientist and Alan... Below, Ghahramani introduces AI Labs ’ newest team member, award-winning neuroscientist Peter Dayan business! Interested in AI about 10 years ago he received a $ 750,000 Google., Google Award for Research on building an Automatic Statistician are absolutely central to ’. To provide a personalized and secure experience for users, R. Turner to developing systems are! The company ’ s machine learning models to inform all aspects of its business, according to Chief Scientist VP.