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Hands-On Automated Machine Learning

You're reading from   Hands-On Automated Machine Learning A beginner's guide to building automated machine learning systems using AutoML and Python

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Product type Paperback
Published in Apr 2018
Publisher Packt
ISBN-13 9781788629898
Length 282 pages
Edition 1st Edition
Languages
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Authors (2):
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Umit Mert Cakmak Umit Mert Cakmak
Author Profile Icon Umit Mert Cakmak
Umit Mert Cakmak
Sibanjan Das Sibanjan Das
Author Profile Icon Sibanjan Das
Sibanjan Das
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Toc

Table of Contents (10) Chapters Close

Preface 1. Introduction to AutoML 2. Introduction to Machine Learning Using Python FREE CHAPTER 3. Data Preprocessing 4. Automated Algorithm Selection 5. Hyperparameter Optimization 6. Creating AutoML Pipelines 7. Dive into Deep Learning 8. Critical Aspects of ML and Data Science Projects 9. Other Books You May Enjoy

Support Vector Machines

SVM is a supervised ML algorithm used primarily for classification tasks, however, it can be used for regression problems as well.

What is SVM?

SVM is a classifier that works on the principle of separating hyperplanes. Given a training dataset, the algorithms find a hyperplane that maximizes the separation of the classes and uses these partitions for the prediction of a new dataset. The hyperplane is a subspace of one dimension less than its ambient plane. This means the line is a hyperplane for a two-dimensional dataset.

Where is SVM used?

SVM...

You have been reading a chapter from
Hands-On Automated Machine Learning
Published in: Apr 2018
Publisher: Packt
ISBN-13: 9781788629898
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