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Deploy Machine Learning Models to Production: With Flask, Streamlit, Docker, and Kubernetes on Google Cloud Platform book cover by Pramod Singh
Paperback

Deploy Machine Learning Models to Production: With Flask, Streamlit, Docker, and Kubernetes on Google Cloud Platform

by Pramod Singh

$31.49 / copy at 25+ copies As low as $27.89 at 1,000+Your best volume price

Total $787.25

Paperback · 150 pages Apress · 2020

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Paperback
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About the book

Deploy Machine Learning Models to Production

Build and deploy machine learning and deep learning models in production with end-to-end examples.

This book begins with a focus on the machine learning model deployment process and its related challenges. Next, it covers the process of building and deploying machine learning models using different web frameworks such as Flask and Streamlit. A chapter on Docker follows and covers how to package and containerize machine learning models. The book also illustrates how to build and train machine learning and deep learning models at scale using Kubernetes.

The book is a good starting point for people who want to move to the next level of machine learning by taking pre-built models and deploying them into production. It also offers guidance to those who want to move beyond Jupyter notebooks to training models at scale on cloud environments. All the code presented in the book is available in the form of Python scripts for you to try the examples and extend them in interesting ways.


What You Will Learn
  • Build, train, and deploy machine learning models at scale using Kubernetes
  • Containerize any kind of machine learning model and run it on any platform using Docker
  • Deploy machine learning and deep learning models using Flask and Streamlit frameworks

Who This Book Is For

Data engineers, data scientists, analysts, and machine learning and deep learning engineers



The book, Deploy Machine Learning Models to Production: With Flask, Streamlit, Docker, and Kubernetes on Google Cloud Platform [Bulk, Wholesale, Quantity] ISBN#9781484265451 in Paperback by Pramod Singh may be ordered in bulk quantities. Minimum starts at 25 copies. Availability based on publisher status and quantity being ordered.

Details

Publisher
Apress
Author
Pramod Singh
Format
Paperback
Published
Dec 15, 2020
ISBN-13
9781484265451
Pages
150
Printing
Printed on demand
Buying for a group

Deploy Machine Learning Models to Production in bulk: pricing

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CopiesPrice per copyYou save
25 – 99 $31.49 30% off list
100 – 249 $30.59 32% off list
250 – 499 $29.69 34% off list
500 – 999 $28.79 36% off list
1,000+ $27.89 38% off list
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