Specialization "Artificial Intelligence and Data Science"

• Artificial intelligence and neural networks

• Image recognition. Nonconventional approaches.

• Games theory and training with a reinforcement

• Multi-agent systems

• The introduction to methods of machine learning and artificial intelligence

• Additional chapters from probability theory and statistics

• Expert technologies of support of decision-making

• Intelligent data analysis

• Hybrid systems

• Methods of parallel programming

• Systems of character calculations (Maple, Mathematica, MatLab, GAP)

• Mathematical modeling of the environment

• Support systems of solutions on management of the environment

• Variation and statistical techniques of assimilation of these measurements and identification of parameters in mathematical models

• Technologies of creation of software products

• Numerical methods in problems of modeling of the environment

• Computing methods and mathematical modeling in system biology

• Grid technologies for distributed computing and data processing. Cloud computing

• Variation tasks and their application in environment models

Specialization "Information and mathematical technologies for the environment"

• Mathematical modeling of the environment

• Support systems of solutions on management of the environment

• Variation tasks and their application in environment models

• Grid technologies for distributed computing and data processing. Cloud computing

• Variation and statistical techniques of assimilation of these measurements and identification of parameters in mathematical models

• Computing methods and mathematical modeling in system biology

• Technologies of creation of software products

• Numerical methods in problems of modeling of the environment