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Automated Machine Learning with AutoKeras

You're reading from   Automated Machine Learning with AutoKeras Deep learning made accessible for everyone with just few lines of coding

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Product type Paperback
Published in May 2021
Publisher Packt
ISBN-13 9781800567641
Length 194 pages
Edition 1st Edition
Languages
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Author (1):
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Luis Sobrecueva Luis Sobrecueva
Author Profile Icon Luis Sobrecueva
Luis Sobrecueva
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Table of Contents (15) Chapters Close

Preface 1. Section 1: AutoML Fundamentals
2. Chapter 1: Introduction to Automated Machine Learning FREE CHAPTER 3. Chapter 2: Getting Started with AutoKeras 4. Chapter 3: Automating the Machine Learning Pipeline with AutoKeras 5. Section 2: AutoKeras in Practice
6. Chapter 4: Image Classification and Regression Using AutoKeras 7. Chapter 5: Text Classification and Regression Using AutoKeras 8. Chapter 6: Working with Structured Data Using AutoKeras 9. Chapter 7: Sentiment Analysis Using AutoKeras 10. Chapter 8: Topic Classification Using AutoKeras 11. Section 3: Advanced AutoKeras
12. Chapter 9: Working with Multimodal and Multitasking Data 13. Chapter 10: Exporting and Visualizing the Models 14. Other Books You May Enjoy

Installing AutoKeras

In the following sections, we will explain in detail the different options that exist for installing AutoKeras and how to configure each one step by step.

There are two options to choose when installing AutoKeras: we can install it in a local workstation or we can install it in the cloud. Each of the two options has its pros and cons that we will analyze throughout this chapter.

Installing AutoKeras in the cloud

In the cloud, we have opted for two options: install it on an Amazon Web Services (AWS) instance/container, or use Google Colaboratory. In both cases, we will connect to the cloud instance using Jupyter notebooks from a web browser, as shown in the following screenshot. We just need a computer with an internet connection to run the notebooks:

Figure 2.5 – AutoKeras cloud configurations

Let's look at the options for the cloud in more detail.

AutoKeras with Google Colaboratory

Google offers a Jupyter notebook...

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