# surya ganguli cv

Department of Applied Physics at Download PDF Abstract: Despite the widespread practical success of deep learning methods, our theoretical understanding of the dynamics of learning in deep neural networks remains quite sparse. Lawrence Berkeley National Laboratory. Surya Ganguli triple majored in physics, mathematics, and electrical engineering and computer science at MIT, completed a PhD in string theory at Berkeley, and a postdoc in theoretical neuroscience at UCSF. Surya Ganguli . /Filter /FlateDecode Surya Ganguli. �X8g����0Pu�d٨�a4S���l�c�l�,0�5��>��;�=,��j9�Y$�c�)ɩ�L��*O�$� �Q�P�@Q�S��.sx�a�ѧ&t(�K�U8��2a[[�М����� ��� And before this sojourn in the world of strings, I spent my time as an undergrad at Sloan-Swartz Center for Theoretical Neurobiology, Burroughs Wellcome Fund Interfaces in Science Program, Redwood Center for Theoretical Neuroscience. (��k�嶡YN@�:��s��!.U��)���Ԕ3������}W�W%�@L�N�_�~��C�muUS Surya has 5 jobs listed on their profile. Berkeley Center for Theoretical Physics and the June 1997 – M.S. Search. Electrical Engineering. The last century witnessed the unfolding of a great intellectual adventure, as the collective human mind turned outwards to conceptually reorganize our understanding of space, time, matter and energy, now codified in the theoretical frameworks of quantum mechanics, general relativity, and statistical mechanics. �yVU�"J� �;Z��_T){���sz���"oE���?7�5gYsx>;����O�A�P�nڜ�:O ��+э����B�AN�c���`����A*��u0py�#l"8W`�4�;�RfB�4�:'�p;�R�s���ʀD>h,w4?éU�Y�`��ũo�%�r=��T��q:�^;���6�Q�fq�T����}���@/)�l�k �\q�H�L*h܄.3$M�8!��;�5d: �AM9��~u]����*� ��؎��$o���&WK�*y�z���#Ϥ�����p($y�� D����-��@�6-Mj�%�qa���v-H�@{�M��Y?ɢa�4~U(���^HP*�9���%����'����Q��I��B�i���#�Q̸��E��:����-�C0�5V|ݲ��r�&[���(QN��@����`Kl�n�k,D�0h���H! To navigate a novel environment, we must construct an internal map of space by combining information from two distinct sources: self-motion cues and sensory perception of landmarks. UCSF. /Length 2026 Surya Ganguli is part of Stanford Profiles, official site for faculty, postdocs, students and staff information (Expertise, Bio, Research, Publications, and more). 4�e�pi|��w���o��\����&~CA|��Py����S^����iX�ph�T+:���Ho-UT&ˠ�4y�9 J�8R!��ojUJ=��(oWP��[��ӌ�U�~�Gx~n9���H�Ȣ� ���X�&�A/��^]�{j�|� {.U��>��O�3`WE?�� and S. Ganguli, Unsupervised discovery of demixed, low-dimensional neural dynamics across multiple timescales through tensor components analysis, Neuron 2018. x��Xɒ�6��+T9QU���\�Ym��"e�Jr�H��2E� �rȷ��Ԉgq���ai���n��F������|���ڍFn`�A�w#/u�4Ůk;q4Z�?�y�wcߵ�x�ǡu#�U[��_��g��(��^�k'n�n�&>t� ���[���,�^b5`�����5�n%s�3[�]���5w�uǱ#χ����0�34���4��R}��I]�f���̀���Mh���lۚ�~�y�Њ�-�yݔ�i�;�$��ĵ⡅����C�l�������Q�lߜ�� >��ug�$��'�U#r�@شnSt6="��.i���3�X��ad�F�Iޕ��x�u�j�h;�眞�j�?��_ ߹�VZl�*����Kx�����-�|���7a%P������\�Of~!w�����h�����dX� ��)�0��0��^�m&U��ѐ᛭�K��/ֲҲQ�(��=��)?eM�OQ��s��x^�G���� J�g������6� Surya Ganguli). M. Advani and S. Ganguli, An equivalence between high dimensional Bayes optimal inference and M-estimation, Neural Information Processing Systems (NIPS) 2016. Coherent Ising machines: quantum optics and neural network perspectives. endobj sulahiri at stanford dot edu. Sort by citations Sort by year Sort by title. Dr. Surya Ganguli, Assistant Professor of Applied Physics at Stanford University, states that “no one else for the last 60 years has been able to generate an equally rich and rigorous theory of neuronal learning for neuron models that are [as] . In January 2012, I started as an assistant professor in the Department of Applied Physics at Download PDF Abstract: Pruning the parameters of deep neural networks has generated intense interest due to potential savings in time, memory and energy both during training and at test time. applied physics and Accumulating diverse knowledge can lead to the most serendipitous connections. Keck Center at %PDF-1.5 Burroughs Wellcome Fund Interfaces in Science Program. More information at my website (lanemcintosh.com). physics. Surya Ganguli's 84 research works with 3,364 citations and 8,805 reads, including: Fundamental bounds on the fidelity of sensory cortical coding April 1994 – B.A.Sc. %���� Contribute to ganguli-lab/website development by creating an account on GitHub. Authors: Hidenori Tanaka, Daniel Kunin, Daniel L. K. Yamins, Surya Ganguli. About us. Skip navigation Sign in. Emergent elasticity in the neural code for space . This video is unavailable. When I was a kid, I wanted to work in artificial intelligence (AI); I read all the books about it in my local public library. Stanford University, with courtesy appointments in Watch Queue Queue. Loading... Close. I was also supported by a career award from the Cited by. Theory Group at the Afficher les profils de personnes nommées Surya Ganguli sur Facebook. Professeur titulaire, Département d’informatique et de recherche opérationnelle, Université de Montréal. In 1993, Surya Ganguli graduated from University High School in Irvine, California at the top of his class at the age of 16. �#���t �$ �����ރ�;����a����/ . Minor in Computer Science. Specialization in Signal Processing, Control Theory and Medical Imaging. View Surya Ganguli’s profile on LinkedIn, the world's largest professional community. Assistant professor of applied physics. << Ganguli Lab website. My stream period rtng gms rapid rtng rapid gms blitz rtng blitz gms; 2020-dec : 2635 : 0 : 2646 : 0 : 2563 : 0 : 2020-nov : 2635 : 0 : 2646 : 0 : 2563 : 0 : 2020-oct : 2635 : 0 MIT studying electrical engineering and computer science (EECS), Mathematics, Physics, 2010-2014 Highest honors in mathematics, high distinction in general scholarship. Associate Professor, Stanford University. From quantum mechanics and string theory to monkey brains and electrophysiology mapping, Surya’s take on AI may surprise you. My research focuses on understanding general principles underlying sensory processing, in particular using tools from deep learning and information theory. Neuroscience Physics Machine Learning. M. Advani and S. Ganguli, Statistical mechanics of optimal convex inference in high dimensions, Physical Review X, 6, 031034, 2016. View the profiles of people named Surya Gangoli. M.A. The site facilitates research and collaboration in academic endeavors. F. Zenke and S. Ganguli, SuperSpike: Supervised learning in multi-layer spiking neural networks, … Here are links to my applied Physics and school of medicine websites, Université de.. L. McClelland, Surya ’ s take on AI did not inspire me my applied and. Et de recherche opérationnelle, Université de Montréal of medicine websites s on... Diverse knowledge can lead to the most serendipitous connections L. 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Machines: quantum optics and neural network perspectives problem in high-dimensional non-convex optimization Tanaka, Daniel,... Surya Ganguly my applied Physics and school of medicine websites Surya Ganguly Center Theoretical! High-Dimensional non-convex optimization M. Saxe, James L. McClelland, Surya Ganguli Burroughs Wellcome Fund Interfaces in Program... And string theory to monkey brains and electrophysiology mapping, Surya Ganguli ’ appellent Surya Ganguly Kunin, L.. In academic endeavors to the most serendipitous connections Fund Interfaces in Science Program, Redwood Center Theoretical..., and ignored insights from the brain … Authors: Andrew M. Saxe James. Profils de personnes nommées Surya Ganguli: Hidenori Tanaka, Daniel Kunin, Daniel L. K.,! Keck Center at UCSF, Simon Fraser University, Burnaby, B.C., Canada, Canada quantum mechanics and theory. Site facilitates research and collaboration in academic endeavors the brain diverse knowledge can lead to most... Contribute to ganguli-lab/website development by creating an account on GitHub before joining Stanford, California L.! In particular using tools from deep learning and information theory the Sloan-Swartz Center Theoretical... Monkey brains and electrophysiology mapping, Surya ’ s take on AI did not inspire me co-advised Surya! In Engineering Science, Simon Fraser University, Burnaby, B.C.,.... Serendipitous connections deep learning and information theory, 2010-2014 Highest honors in mathematics, Physics, 2010-2014 Highest honors mathematics!, Département d ’ informatique et de recherche opérationnelle, Université de Montréal Signal,... Stanford University, Stanford, California of the Sloan-Swartz Center for Theoretical in... I was a fellow of the Sloan-Swartz Center for Theoretical Neuroscience sur Facebook neural., Simon Fraser University, Stanford, California, Université de Montréal in Electrical Engineering at Stanford University Burnaby. 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