Search icon CANCEL
Arrow left icon
Explore Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Conferences
Free Learning
Arrow right icon
Arrow up icon
GO TO TOP
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

Arrow left icon
Product type Paperback
Published in May 2021
Publisher Packt
ISBN-13 9781800567887
Length 270 pages
Edition 1st Edition
Languages
Tools
Arrow right icon
Author (1):
Arrow left icon
Dario Radečić Dario Radečić
Author Profile Icon Dario Radečić
Dario Radečić
Arrow right icon
View More author details
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

This was the second hands-on chapter in the book. You've learned how to solve classification machine learning tasks in an automated fashion with two in-depth examples on well-known datasets. Without any kind of doubt, you are now ready to use TPOT to solve any type of classification problem.

By now, you know how to solve regression and classification tasks. But what about parallel training? What about neural networks? The following chapter, Chapter 5, Parallel Training with TPOT and Dask, will teach you what parallel training is and how to utilize it with TPOT. Later, in Chapter 6, Getting Started with Deep Learning – Crash Course in Neural Networks, you'll reinforce your knowledge of basic deep learning and neural networks. As the icing on the cake, you'll learn how to use deep learning with TPOT in Chapter 7, Neural Network Classifier with TPOT.

Please feel encouraged to practice solving classification problems automatically with tools and techniques...

lock icon The rest of the chapter is locked
Register for a free Packt account to unlock a world of extra content!
A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.
Unlock this book and the full library FREE for 7 days
Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of
Renews at €18.99/month. Cancel anytime