Singh, Pramod

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

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ISBN 13:
9781484265451
author:
Singh, Pramod
format:
Paperback
publisher:
Apress
language:
English
Publication Year:
2020
Pages:
150
Dimensions:
23.4 x 15.6 x 0.9 centimetres (0
Genre:
Computers, Programming, Python,
Condition:
New
Availability:
Item usually sent within 20 working days
£29.90

Description

Build and deploy machine learning models in production with end-to-end examples. This book covers the process of building and deploying machine learning models using different web frameworks such as Flask and Streamlit, as well as how to package and containerize machine learning models using Docker. It 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 those who want to move beyond Jupyter notebooks to training models at scale on cloud environments. You'll learn how to 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, and deploy machine learning and deep learning models using Flask and Streamlit frameworks. 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.

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