Pushmeet Kohli | |
---|---|
Alma mater | Trinity Hall University of Cambridge National Institute of Technology, Warangal Oxford Brookes University (PhD) |
Scientific career | |
Fields | Machine learning Artificial intelligence Computer vision [1] |
Institutions | Google DeepMind |
Thesis | Minimizing dynamic and higher order energy functions using graph cuts (2007) |
Doctoral advisor | Philip Torr [2] |
Website | research |
Pushmeet Kohli is a computer scientist at Google DeepMind where he holds the position of Vice President of research for the "Secure and Reliable AI" and "AI for Science and Sustainability". [3] Before joining DeepMind, he was partner scientist and director of research at Microsoft Research and a post-doctoral fellow at the University of Cambridge. Kohli's research investigates applications of machine learning and computer vision. [1] [4] He has also made contributions in game theory, discrete algorithms and psychometrics. [5]
Kohli was educated at National Institute of Technology, Warangal [ citation needed ] and Oxford Brookes University where his PhD awarded in 2007 [6] was supervised by Philip Torr . [2] He was a Postdoctoral associate at Trinity Hall, University of Cambridge. [7]
Current and previous research projects include:
Other AI for Science projects include
Kohli was listed by Time magazine as one of the 100 most influential people in AI. [24]
The impact of AlphaFold has seen it result its leads, Demis Hassabis and John Jumper, being awarded by numerous prizes including the prestigious Breakthrough prize, Lasker award, and Wolfe prize.
Pushmeet's research in computer vision and machine learning has been recognized by a number of scientific awards and prizes. Some notable ones include:
Structural biology, as defined by the Journal of Structural Biology, deals with structural analysis of living material at every level of organization. Early structural biologists throughout the 19th and early 20th centuries were primarily only able to study structures to the limit of the naked eye's visual acuity and through magnifying glasses and light microscopes.
Demis Hassabis is a British computer scientist, artificial intelligence researcher and entrepreneur. In his early career he was a video game AI programmer and designer, and an expert board games player. He is the chief executive officer and co-founder of DeepMind and Isomorphic Labs, and a UK Government AI Advisor. He is a Fellow of the Royal Society, and has won many prestigious awards for his work on AlphaFold including the Breakthrough Prize, the Canada Gairdner International Award, and the Lasker Award. In 2017 he was appointed a CBE and listed in the Time 100 most influential people list.
Philip St. John Russell, FRS, is Emeritus Director of the Max Planck Institute for the Science of Light in Erlangen, Germany. His area of research covers "photonics and new materials", in particular the examination of new optical materials, especially of photonic crystal fibres, and more generally the field of nano- and micro-structured photonic materials.
Andrew Blake FREng, FRS, is a British scientist, former laboratory director of Microsoft Research Cambridge and Microsoft Distinguished Scientist, former director of the Alan Turing Institute, Chair of the Samsung AI Centre in Cambridge, honorary professor at the University of Cambridge, Fellow of Clare Hall, Cambridge, and a leading researcher in computer vision.
Heung-Yeung "Harry" Shum is a Chinese computer scientist. He was a doctoral student of Raj Reddy. He was the Executive Vice President of Artificial Intelligence & Research at Microsoft. He is known for his research on computer vision and computer graphics, and for the development of the search engine Bing.
The International Conference on Computer Vision (ICCV) is a research conference sponsored by the Institute of Electrical and Electronics Engineers (IEEE) held every other year. It is considered to be one of the top conferences in computer vision, alongside CVPR and ECCV, and it is held on years in which ECCV is not.
Yann André LeCun is a Turing Award winning French-American computer scientist working primarily in the fields of machine learning, computer vision, mobile robotics and computational neuroscience. He is the Silver Professor of the Courant Institute of Mathematical Sciences at New York University and Vice-President, Chief AI Scientist at Meta.
David Jay Julius is an American physiologist and Nobel Prize laureate known for his work on molecular mechanisms of pain sensation and heat, including the characterization of the TRPV1 and TRPM8 receptors that detect capsaicin, menthol, and temperature. He is a professor at the University of California, San Francisco.
DeepMind Technologies Limited, doing business as Google DeepMind, is a British-American artificial intelligence research laboratory which serves as a subsidiary of Google. Founded in the UK in 2010, it was acquired by Google in 2014, The company is based in London, with research centres in Canada, France, Germany and the United States.
Fei-Fei Li is a China-born American computer scientist, known for establishing ImageNet, the dataset that enabled rapid advances in computer vision in the 2010s. She is Sequoia Capital professor of computer science at Stanford University and former board director at Twitter. Li is a co-director of the Stanford Institute for Human-Centered Artificial Intelligence and a co-director of the Stanford Vision and Learning Lab. She served as the director of the Stanford Artificial Intelligence Laboratory from 2013 to 2018.
Yoshua Bengio is a Canadian computer scientist, most noted for his work on artificial neural networks and deep learning. He is a professor at the Department of Computer Science and Operations Research at the Université de Montréal and scientific director of the Montreal Institute for Learning Algorithms (MILA).
David Silver is a principal research scientist at Google DeepMind and a professor at University College London. He has led research on reinforcement learning with AlphaGo, AlphaZero and co-lead on AlphaStar.
Andrew Fitzgibbon FREng is an Irish researcher in computer vision. Since 2022, he has worked at Graphcore.
AlphaFold is an artificial intelligence (AI) program developed by DeepMind, a subsidiary of Alphabet, which performs predictions of protein structure. The program is designed as a deep learning system.
Deep reinforcement learning is a subfield of machine learning that combines reinforcement learning (RL) and deep learning. RL considers the problem of a computational agent learning to make decisions by trial and error. Deep RL incorporates deep learning into the solution, allowing agents to make decisions from unstructured input data without manual engineering of the state space. Deep RL algorithms are able to take in very large inputs and decide what actions to perform to optimize an objective. Deep reinforcement learning has been used for a diverse set of applications including but not limited to robotics, video games, natural language processing, computer vision, education, transportation, finance and healthcare.
John M. Martinis is an American physicist and a professor of physics at the University of California, Santa Barbara. In 2014, the Google Quantum A.I. Lab announced that it had hired Martinis and his team in a multimillion dollar deal to build a quantum computer using superconducting qubits.
Manik Varma is an Indian computer scientist and a senior principal researcher at Microsoft Research India. He also holds an adjunct professor of computer science position at the Indian Institute of Technology Delhi. He completed his undergraduate degree in Physics from St. Stephen’s College, Delhi and was a Rhodes Scholar and earned his PhD from the University of Oxford under the guidance of Andrew Zisserman working on Texture Classification in Computer Vision. He also held a post-doctoral fellowship at Mathematical Sciences Research Institute, Berkeley before joining Microsoft Research.
John Michael Jumper is an American senior research scientist at DeepMind Technologies. Jumper and his colleagues created AlphaFold, an artificial intelligence (AI) model to predict protein structures from their amino acid sequence with high accuracy. Jumper has stated that the AlphaFold team plans to release 100 million protein structures. The scientific journal Nature included Jumper as one of the ten "people who mattered" in science in their annual listing of Nature's 10 in 2021.
Elham Tabassi is an engineer and government leader. She was listed on the inaugural TIME100 Most Influential People in AI. Tabassi led the creation of the United States Artificial Intelligence Risk Management Framework, adopted by both industry and government. Tabassi was selected to serve on the National Artificial Intelligence (AI) Research Resource Task Force. Tabassi began her career in government at the National Institute of Standards and Technology, pioneering various machine learning and computer vision projects with applications in biometrics evaluation and standards, included in over twenty five publications. Her research has been deployed by the FBI and Department of Homeland Security.
Samuel David Stranks is a Professor of Optoelectronics in the Department of Chemical Engineering and Biotechnology at the University of Cambridge and a Fellow of Clare College, Cambridge.