INTRODUCTION TO MACHINE LEARNING

By:

ALPAYDIN

Contributor(s):

Ethem ALPAYDIN

Material type: Text

TextPublication details: JAICO PUB HOUSE 2008ISBN:

9788120327917

Subject(s):

INTRODUCTION TO MACHINE LEARNING

DDC classification:

006.31 ALP-I

Online resources:

Click here to access online

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Holdings
Item type	Current library	Collection	Call number	URL	Status	Date due	Barcode
Reference Book	Amity Central Library ASET MAE	Reference	006.31 ALP-I (Browse shelf(Opens below))	Link to resource	Not For Loan		12367
Books	Amity Central Library ASET MAE		006.31 ALP-I (Browse shelf(Opens below))	Link to resource	Checked out	16/01/2023	12368
Books	Amity Central Library ASET MAE		006.31 ALP-I (Browse shelf(Opens below))	Link to resource	Available		12369
Books	Amity Central Library ASET MAE		006.31 ALP-I (Browse shelf(Opens below))	Link to resource	Available		12370
Books	Amity Central Library ASET MAE		006.31 ALP-I (Browse shelf(Opens below))	Link to resource	Available		12371

1. Introduction

2 Supervised Learning

3. Bayesian Decision Theory

4. Parametric Methods

5. Multivariate Methods

6. Dimensionality Reduction

7. Clustering

8. Nonparametric Methods

9. Decision Trees

10. Linear Discrimination

11. Multilayer Perceptrons

12. Local Models

13. Kernel Machines

14. Graphical Models

15. Hidden Markov Models

16. Bayesian Estimation

17. Combining Multiple Learners

18. Reinforcement Learning

19. Design and Analysis of Machine Learning Experiments

A. Probability

Index

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