Deploy Machine Learning Models to Production (eBook, PDF)
Pramod Singh
eBook, PDF

Deploy Machine Learning Models to Production (eBook, PDF)

With Flask, Streamlit, Docker, and Kubernetes on Google Cloud Platform

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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 peop...