Building intelligent cloud applications : develop scalable models using serverless architectures with Azure / Vicente Herrera García and John Biggs.

Format:

Book

Author/Creator:

García, Vicente Herrera, author.

Biggs, John, 1932- author.

Language:

English

Subjects (All):

Cloud computing.

Physical Description:

1 online resource (154 pages)

Edition:

1st edition

Place of Publication:

Beijing : O'Reilly, [2019]

System Details:

text file

Summary:

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. This book is divided into three parts with application examples woven throughout: Cloud-based development: Learn the basics of serverless computing with machine learning, Functions-as-a-Service (FaaS), and the use of APIs Adding intelligence: Create serverless applications using Azure Functions; learn how to use prebuilt machine learning and deep learning models Deployment and continuous delivery: Get up to speed with Azure Kubernetes Service, Azure Security Center, and Azure Monitoring

Contents:

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.

Notes:

Includes index.

Description based on print version record.

ISBN:

9781492052272

1492052272

9781492052319

1492052310

9781492052296

1492052299

OCLC:

1123220797