You're reading from Machine Learning in Biotechnology and Life Sciences Build machine learning models using Python and deploy them on the cloud

Product type Paperback

Published in Jan 2022

Publisher Packt

ISBN-13 9781801811910

Length 408 pages

Edition 1st Edition

Languages

Python

Tools

AWS

Concepts

Bioinformatics

Author (1):

Saleh Alkhalifa

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Table of Contents (17) Chapters

Preface

1. Section 1: Getting Started with Data

2. Chapter 1: Introducing Machine Learning for Biotechnology FREE CHAPTER

3. Chapter 2: Introducing Python and the Command Line

4. Chapter 3: Getting Started with SQL and Relational Databases

5. Chapter 4: Visualizing Data with Python

6. Section 2: Developing and Training Models

7. Chapter 5: Understanding Machine Learning

8. Chapter 6: Unsupervised Machine Learning

9. Chapter 7: Supervised Machine Learning

10. Chapter 8: Understanding Deep Learning

11. Chapter 9: Natural Language Processing

12. Chapter 10: Exploring Time Series Analysis

13. Section 3: Deploying Models to Users

14. Chapter 11: Deploying Models with Flask Applications

15. Chapter 12: Deploying Applications to the Cloud

16. Other Books You May Enjoy

Tutorial – deploying an application to GCP (App Engine)

Over the course of this tutorial, we will deploy the same application to GCP's App Engine. One of the biggest benefits of GCP relative to most other cloud platforms is its ease of use while ensuring users can deploy models with minimal problems and errors. With that in mind, let's go ahead and deploy our application to GCP.

We can begin by installing the GCP CLI. Go ahead and navigate to the installation page (https://cloud.google.com/sdk/docs/install), select the OS that best corresponds to your machine, and follow the installation instructions. Once completed, you will be asked if you would like to log in to GCP. Go ahead and answer yes using the y key, as shown here:

You must log in to continue. Would you like to log in (Y/n)?  y

You will be redirected to your browser where you can log in using your Google account. Go ahead and log in using the same Google credentials you used in our previous...

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You're reading from Machine Learning in Biotechnology and Life Sciences Build machine learning models using Python and deploy them on the cloud

Table of Contents (17) Chapters

Tutorial – deploying an application to GCP (App Engine)

Authors (1)

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You're reading from Machine Learning in Biotechnology and Life Sciences Build machine learning models using Python and deploy them on the cloud

Table of Contents (17) Chapters

Tutorial – deploying an application to GCP (App Engine)

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Authors (1)

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