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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 FREE CHAPTER 2. Introduction to Machine Learning Using Python 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

Machine learning

Machine learning dates back to centuries. It was born from the theory that computers can learn without being programmed to perform specific tasks. The iterative aspect of ML is essential as the machines need to adapt themselves to new data always. They need to learn from the historical data, optimize for better computations, and also generalize themselves to provide proper results.

We all are aware of rule-based systems, where we have a set of predefined conditions for a machine to execute and provide the results. How great will it be when machines learn these patterns by themselves, deliver the results, and explain the rules that it discovered; this is ML. It is a broader term used for various methods and algorithms that are used by machines to learn from the data. As a branch of artificial intelligence (AI), the ML algorithms are quite often used to discover...

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