About Konstantin Mishchenko Konstantin Mishchenko Ph.D. Student, Computer Science optimization machine learning algorithms Konstantin Mishchenko is a Ph.D. candidate at Visual Computing Center (VCC) in King Abdullah University of Science and Technology (KAUST), studying under the supervision of Professor Peter Richtarik in his research group. Education and Early Career Konstantin Mishchenko obtained his bachelor degree in Computer Science and Physics from Moscow Institute of Physics and Technology in 2016. After that in 2017, he received his master degree in Machine Learning MASH from Université Paris Dauphine in Paris, France. Konstantin had many internships during his studies. The most recent was with Amazon in Events Presented Events Oct 3 - Oct 9, 2021 On Seven Fundamental Optimization Challenges in Machine Learning Konstantin Mishchenko, Ph.D. Student, Computer Science Oct 4, 17:00 - 18:00 KAUST In this thesis, we discuss some new developments in optimization inspired by the needs and practice of machine learning, federated learning, and data science. In particular, we consider seven key challenges of mathematical optimization that are relevant to modern machine learning applications, and develop a solution to each.
On Seven Fundamental Optimization Challenges in Machine Learning Konstantin Mishchenko, Ph.D. Student, Computer Science Oct 4, 17:00 - 18:00 KAUST In this thesis, we discuss some new developments in optimization inspired by the needs and practice of machine learning, federated learning, and data science. In particular, we consider seven key challenges of mathematical optimization that are relevant to modern machine learning applications, and develop a solution to each.
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