Introduction to Artificial Intelligence (5cr)

Objectives

Machine Learning (ML) is the core technology in Artificial Intelligence (AI), and AI has become an important part of computer science and information technology.Many current technologies, such as autonomous cars, chat bots and delivery robots, cannot be solved using conventional programming. Instead, they can be solved with the help of machine learning.This course gives an introduction to the ML so that the students can use ML to solve data-driven problems, and they are ready to study the more advanced methods of machine learning, that are addressed in the advanced courses.

Content

Linear regressionLinear classificationProbabilistic classificationNeural network learningDecision trees and random forestsClusteringManifold learningReinforcement learning

Prerequisites

Good knowledge about engineering mathematics and programming.

Further information

Course assessment items must be completed during the same implementation.