Deploy Machine Learning Models to Production With Flask Streamlit Docker and Kubernetes on Google Cloud Platform 1st Edition by Pramod Singh ISBN 1484265459 978-1484265451

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Product details:

ISBN 10: 1484265459 

ISBN 13: 978-1484265451

Author:  Pramod Singh

 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.

Table of contents: 

1. Introduction to Machine Learning

2. Model Deployment and Challenges

3. Machine Learning Deployment as a Web Service

4. Machine Learning Deployment Using Docker

5. Machine Learning Deployment Using Kubernetes

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Tags: Pramod Singh, Deploy Machine, Learning Models, Production, Flask, Streamlit, Docker, Kubernetes, Google Cloud Platform