Machine learning - free course from Open Education, training 10 weeks, from 5 to 6 hours per week, Date: December 4, 2023.

Machine learning is a branch of artificial intelligence that studies methods for constructing models and algorithms that can learn. Machine learning methods are used to solve a wide range of applied problems for which the development of an explicit solution algorithm is difficult or impossible. And this range of tasks is constantly expanding. Widespread informatization leads to the accumulation of huge amounts of data in science, production, business, transport, and healthcare.

The course "Machine Learning" is devoted to the study of one of the most popular sections of machine learning - supervised machine learning. A brief history and paradigms of machine learning are provided, the basic principles of supervised machine learning are discussed, and the formulation of regression problems and classifications used to solve them are considered. models, methods of training and assessing the quality of trained models, the features of organizing the supervised learning process and the use of machine learning methods to solve practical problems are considered. tasks. The presentation is conducted in strict mathematical language, accompanied by many formulas and mathematical calculations. To study this course, knowledge of university courses in mathematical analysis, linear algebra, probability theory and mathematical statistics is required. Basic knowledge of optimization methods and applied statistical data analysis is desirable.

The course is aimed at undergraduate and graduate students studying in the field of Applied Mathematics and Computer Science, as well as researchers interested in data science and applying machine learning and statistical methods in their scientific and practical work activities.

10 weeks, 5 to 6 hours per week,

Start December 04