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Deploy Machine Learning Models to Production

By Pramod Singh

Deploy Machine Learning Models to Production book

Deploy Machine Learning Models to Production

By Pramod Singh

0 - Default Title
Description
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 LearnBuild, 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
Product details
Binding:
Paperback
Edition:
1
Number of Pages:
164
Release Date:
2020-12-15
Publication Date:
2020-12-15
Publisher:
Apress
Languages:
Original: English
ISBN10:
1484265459
ISBN13:
9781484265451
GPSR Manufacturer Reference:
[email protected]
Weight:
260 g
Height:
155 cm
Width:
235 cm
Thickness:
10 cm
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