Building intelligent cloud applications : develop scalable models using serverless architectures with Azure /
Harrera García, Vicente,author
Biggs, John,1975-author.
Serverless computing is radically changing the way we build and deploy applications.  With cloud providers running servers and managing machine resources, companies now can focus solely on the application's business logic and functionality.  This hands-on book shows experienced programmers how to build and deploy scalable machine learning and deep learning models using serverless architectures with Microsoft Azure.  You'll learn step-by-step how to code machine learning into your projects using Python and pretrained models that include tools such as image recognition, speech recognition, and classification.  You'll also examine issues around deployment and continuous delivery, including scaling, security, and monitoring.
Includes index.
Serverless computing is radically changing the way we build and deploy applications.  With cloud providers running servers and managing machine resources, companies now can focus solely on the application's business logic and functionality.  This hands-on book shows experienced programmers how to build and deploy scalable machine learning and deep learning models using serverless architectures with Microsoft Azure.  You'll learn step-by-step how to code machine learning into your projects using Python and pretrained models that include tools such as image recognition, speech recognition, and classification.  You'll also examine issues around deployment and continuous delivery, including scaling, security, and monitoring.
Part 1. Cloud-based development.  Machine learning and deep learning models in the Cloud -- Functions-as-a-service and event driven programming -- Serverless application programming interfaces in Microsoft Azure -- Part 2. Additing intelligence.  Getting started with Microsoft Azure functions -- Using machine learning and deep learning models -- Part 3. Deployment and continuous delivery.  Deployment and scaling -- Security -- Monitoring.
Cloud computing.
Machine learning.
Microsoft Azure (Computing platform)
Cloud computing.
Machine learning.
Microsoft Azure (Computing platform)