Introduction to Machine Learning

INTRODUCTION TO Machine Learning ETHEM ALPAYDIN © The MIT Press, 2004 [email_address] http://www.cmpe.boun.edu.tr/~ethem/i2ml Lecture Slides for

Why “Learn” ? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

What We Talk About When We Talk About“Learning” ,[object Object],[object Object],[object Object],[object Object],[object Object]

Data Mining ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

What is Machine Learning? ,[object Object],[object Object],[object Object],[object Object],[object Object]

Applications ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Learning Associations ,[object Object],[object Object],[object Object]

Classification ,[object Object],[object Object],Discriminant: IF income > θ 1 AND savings > θ 2 THEN low-risk ELSE high-risk

Classification: Applications ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Face Recognition Training examples of a person Test images AT&T Laboratories, Cambridge UK http://www.uk.research.att.com/facedatabase.html

Regression ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],y = wx + w 0

Regression Applications ,[object Object],[object Object],α 1 = g 1 ( x , y ) α 2 = g 2 ( x , y ) ,[object Object],α 1 α 2 ( x , y )

Supervised Learning: Uses ,[object Object],[object Object],[object Object],[object Object]

Unsupervised Learning ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Reinforcement Learning ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Resources: Datasets ,[object Object],[object Object],[object Object],[object Object]

Resources: Journals ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Resources: Conferences ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Introduction to Machine Learning

Recomendados

Recomendados

Más contenido relacionado

Similar a Introduction to Machine Learning

Similar a Introduction to Machine Learning (20)

Más de butest

Más de butest (20)

Introduction to Machine Learning