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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

Technical requirements

To complete this chapter, you only need Python installed, alongside the basic data processing and machine learning libraries, such as numpy, pandas, matplotlib, and scikit-learn. You'll learn how to install and configure these in a virtual environment in Chapter 2, Deep Dive into TPOT, but let's keep this one easy. These libraries come preinstalled with any Anaconda distribution, so you shouldn't have to worry about it. If you are using raw Python instead of Anaconda, executing this line from the Terminal will install everything needed:

> pip install numpy pandas matplotlib scikit-learn

Keep in mind it's always a good practice to install libraries in a virtual environment, and you'll learn how to do that shortly.

The code for this chapter can be downloaded here:

https://github.com/PacktPublishing/Machine-Learning-Automation-with-TPOT/tree/main/Chapter01

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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