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Machine Learning Automation with TPOT

You're reading from   Machine Learning Automation with TPOT Build, validate, and deploy fully automated machine learning models with Python

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Product type Paperback
Published in May 2021
Publisher Packt
ISBN-13 9781800567887
Length 270 pages
Edition 1st Edition
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Author (1):
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Dario Radečić Dario Radečić
Author Profile Icon Dario Radečić
Dario Radečić
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Toc

Table of Contents (14) Chapters Close

Preface 1. Section 1: Introducing Machine Learning and the Idea of Automation
2. Chapter 1: Machine Learning and the Idea of Automation FREE CHAPTER 3. Section 2: TPOT – Practical Classification and Regression
4. Chapter 2: Deep Dive into TPOT 5. Chapter 3: Exploring Regression with TPOT 6. Chapter 4: Exploring Classification with TPOT 7. Chapter 5: Parallel Training with TPOT and Dask 8. Section 3: Advanced Examples and Neural Networks in TPOT
9. Chapter 6: Getting Started with Deep Learning: Crash Course in Neural Networks 10. Chapter 7: Neural Network Classifier with TPOT 11. Chapter 8: TPOT Model Deployment 12. Chapter 9: Using the Deployed TPOT Model in Production 13. Other Books You May Enjoy

Summary

You've learned a lot in this section – or had a brief recap, at least. You are now fresh on the concepts of machine learning, regression, classification, and automation. All of these are crucial for the following, more demanding sections.

The chapters after the next one will dive deep into the code, so you will get a full grasp of the library. Everything from the most basic regression and classification automation, to parallel training, neural networks, and model deployment will be discussed.

In the next chapter, we'll dive deep into the TPOT library, its use cases, and its underlying architecture. We will discuss the core principle behind TPOT – genetic programming – and how is it used to solve regression and classification tasks. We will also fully configure the environment for the Windows, macOS, and Linux operating systems.

You have been reading a chapter from
Machine Learning Automation with TPOT
Published in: May 2021
Publisher: Packt
ISBN-13: 9781800567887
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