Courses targeted at professionals working in managerial and executive roles
Course duration: 2 weeks (8 hours)
Course held between 18-30 July 2022
About this course
Specific Skills Acquired: The course contains general definitions of machine learning tasks and a description of algorithms for their solution. Participants will gain skills in decomposition and classification of machine learning tasks and a general understanding of possible ways to solve them.
General Objectives: This course is an introductory course in machine learning. The main goal of the course is to provide participants with a general understanding of the problems solved by machine learning methods and basic algorithms for solving them.
- ML introduction
- Classification task: nearest neighbors classifiers, Decision trees, Linear classifiers, SVM
- Regression algorithms
- Clustering: KMeans, DBSCAN
- Neural networks and deep learning
- Big Data tools