Data Science and Machine Learning: General vision over domain

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