Data Science and Machine Learning: General vision over domain

Courses targeted at professionals working in managerial and executive roles 

 Course duration: 2 weeks (8 hours)

  Online teaching

  Language: English

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.

Course content

  •   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