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Master’s Programme "Math of Machine Learning" (previously - “Statistical Learning Theory”)

 The Math of Machine Learning is a joint MSc program of Higher School of Economics (HSE) and Skoltech. This program stands at the crossroads of various disciplines of modern mathematics and computer science, including statistics, optimization, learning theory, information theory, complexity theory, as well as at the intersection of science and innovation in the field of modern information technology. Leading experts at HSE and Skoltech jointly provide instruction in this unique research-driven program.

Objectives

The objective of the master's program is to familiarize students with the most relevant results in the field of statistical theory of learning and its applications, the necessary mathematical apparatus, as well as the development of students' skills to conduct independent scientific research in this field.

 To develop students' skills as a developer and researcher in the field of statistical theory of learning to a level that meets the highest professional requirements imposed by leading domestic and foreign companies and scientific and educational centers.

 To develop students' leadership qualities and skills to apply the acquired fundamental and applied knowledge to select an urgent task (which can be solved within the framework of the concept of statistical theory of learning), develop algorithms for solving this problem, organize the development process, including with the involvement of highly specialized specialists in various fields.

 To teach students to develop mathematical and simulation models for solving machine learning problems, to use standard computer tools to study the effectiveness of their work, to use professional search engines, to present the results in the form of publications and reports, to make expert assessments.

Courses taught by lecturers

 Lecturers: Goldman Artur, Samsonov Sergey

 Lecturers: Dvinskih Darina

 Lecturers: Levin Iliya, Naumov Alexey

 Lecturers: Noskov Fedor, Naumov Alexey, Quentin Paris

 Lecturers: Noskov Fedor, Naumov Alexey

 Lecturers: Samsonov Sergey, Ulianov Vladimir

Supervisors

Spokoiniy Vladimir Grigorievich

Academic Supervisor

Programme Manager

Ilona Yakovleva

Programme Manager

Math of Machine Learning

If you have any questions, you can contact Ilona Yakovleva: iyakovleva@hse.ru

 

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