Lecture

Multiclass Classification

In course

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Description

This lecture covers the concept of multiclass classification, focusing on linear classification with more than two classes. It explains the approach of one-vs-rest and one-vs-one for handling multiple classes, and introduces multi-class logistic regression. The lecture also discusses the challenges of linearly separating data when the classes are not easily distinguishable.

Instructor

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Official source

https://mediaspace.epfl.ch/media/0_0s96qype

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Ontological neighbourhood

Mathematics

Mathematical logic: Set theory

Probability theory: Topics in probability theory

Information engineering

Machine learning: Topics in machine learning

Data science: Topics in data science

Statistics

Statistical inference: Statistical hypothesis testing

Data analysis: Regression analysis

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