ME-390: Foundations of artificial intelligence

Summary

This course provides the students with 1) a set of theoretical concepts to understand the machine learning approach; and 2) a subset of the tools to use this approach for problems arising in mechanical engineering applications.

Official source

https://edu.epfl.ch/coursebook/en/foundations-of-artificial-intelligence-ME-390

Moodle Page

http://go.epfl.ch/ME-390

About this result

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Ontological neighbourhood

Information engineering

Machine learning: Artificial neural networks, Topics in machine learning, Decision tree learning

Data science: Topics in data science

Statistics

Data analysis: Regression analysis, Cross-validation

Statistical inference: Mathematical statistics

Mathematics

Algebra: Linear algebra

Probability theory: Topics in probability theory

Instructor

Lectures in this course (22)

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