The program Data Science is aimed at training PhD students to extract useful insights and identify patterns in large volumes of data, as well as to test hypotheses by building mathematical models and developing software for a wide range of practical tasks.

— Applied Statistical Analysis

— Enumerative Combinatorics

— Conditioning of Systems of Linear Equations

— Methods and Algorithms of Machine Learning.

— Knowledge of key optimization methods for inverse and ill-posed problems used in industry, engineering, and science

— Ability to interpret results of computational experiments, identify trends, and make predictions

— Skills in implementing optimization methods for inverse and ill-posed problems using modern software and programming languages

— Ability to apply deep neural network algorithms to solve problems involving partial derivatives

— Ability to demonstrate concepts using MATLAB scripts for building and training neural networks

— Strong research training: The program develops skills for fundamental and applied research in data science, machine learning, and AI

— Solid mathematical and statistical foundation: The training is based on modern methods in statistics, optimization, and mathematical modeling

— Practical orientation: The PhD students deeper focus on programming, big data analysis, and neural networks for real-world problem solving

— International academic opportunities: Access to international research consultations, internships, and modern scientific resources is provided

— Academic career preparation: Training in academic writing, publishing, and university-level teaching.

— Research Scientist/Data Scientist/Research Engineer

— University Lecturer/Research Supervisor of undergraduate and graduate research

— Data Scientist/Machine Learning Engineer/AI- Researcher / Neural Networks Specialist

— Data Analysis Engineer/Mathematical Modeling Specialist/Optimization and Computational Methods Specialist/Analytical Software Developer

— Senior Data Analyst/Research Project Manager/Data Science & AI Expert-Consultant.