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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

Deploying machine learning models to the cloud

Cloud deployment of machine learning models means creating a cloud virtual machine, transferring our API to it, and running it. It's a tedious process that gets easier with repetition since a lot of steps are involved. If you follow every step precisely from this section, everything will work fine. Just make sure not to miss any minor details:

  1. To start, head over to https://portal.aws.amazon.com/billing/signup#/start and create an account (assuming you don't already have one). Here's what the website currently looks like (as of February 2021):

    Figure 8.24 – AWS registration website

    The registration process will take some time, and you will have to enter your credit card information. Don't worry; we'll create entirely free virtual machine instances so you won't be charged a dime.

  2. Once the registration process is complete, click on the Launch a virtual machine With EC2 option:

    Figure 8.25 –...

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