Building Intelligent Cloud Applications
暫譯: 構建智能雲端應用程式
John Biggs , Vicente Herrera García , Jose Luis Calvo Salanova
- 出版商: O'Reilly
- 出版日期: 2019-10-22
- 定價: $2,040
- 售價: 8.0 折 $1,632
- 語言: 英文
- 頁數: 148
- 裝訂: Paperback
- ISBN: 1492052329
- ISBN-13: 9781492052326
-
相關分類:
Microsoft Azure、Python、程式語言、雲端運算
立即出貨 (庫存 < 4)
商品描述
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 pre-trained 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 four parts:
- 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 pre-built machine-learning and deep-learning models
- Deployment and continuous delivery: get up to speed with Azure Kubernetes Service, as well as Azure Security Center, and Azure Monitoring
- Application examples: deliver data at the edge, build conversational interfaces, and use convolutional neural networks for image classification
商品描述(中文翻譯)
伺服器無伺服器計算正在徹底改變我們構建和部署應用程式的方式。隨著雲端服務提供商運行伺服器並管理機器資源,企業現在可以專注於應用程式的業務邏輯和功能。本書將向經驗豐富的程式設計師展示如何使用 Microsoft Azure 的無伺服器架構構建和部署可擴展的機器學習和深度學習模型。
您將逐步學習如何使用 Python 和包括圖像識別、語音識別和分類等工具的預訓練模型將機器學習編碼到您的專案中。您還將檢視有關部署和持續交付的問題,包括擴展、安全性和監控。
本書分為四個部分:
- **雲端開發:** 學習無伺服器計算與機器學習的基本概念、作為服務的函數 (FaaS) 以及 API 的使用
- **添加智能:** 使用 Azure Functions 創建無伺服器應用程式;學習如何使用預建的機器學習和深度學習模型
- **部署和持續交付:** 熟悉 Azure Kubernetes Service、Azure Security Center 和 Azure Monitoring
- **應用範例:** 在邊緣交付數據、構建對話介面,並使用卷積神經網絡進行圖像分類
作者簡介
John Biggs is an entrepreneur, consultant, writer, and maker. He spent fifteen years as an editor for Gizmodo, CrunchGear, and TechCrunch and has a deep background in hardware startups, 3D printing, and blockchain. His work has appeared in Men’s Health, Wired, and the New York Times. He runs the Technotopia podcast about a better future.
He has written five books including the best book on blogging, Bloggers Boot Camp, and a book about the most expensive timepiece ever made, Marie Antoinette’s Watch. He lives in Brooklyn, New York.
A seasoned Software Engineer, with solid experience in all facets of software and web development projects. Possess a Master’s Degree in Computer Science by University of Seville. Highly skilled in collaborating with all members of the organization and clients to achieve technical, business and financial objectives. Adept in streamlining processes, enhancing productivity levels, and introducing new emerging methodologies that enrich product development. Certified Scrum Master "Expert Level", he is a certification teacher and examiner at Scrum Manager, and also teaches software and web development, and project management subjects at Sevilla University and other private institutions.
Profile combining technical and management skills. Experience on development and architecture management, consulting and sales. Interested on the digital transformation, on how the technology drives the businesses transformation.
作者簡介(中文翻譯)
約翰·比格斯(John Biggs)是一位企業家、顧問、作家和創客。他在Gizmodo、CrunchGear和TechCrunch擔任編輯長達十五年,並在硬體創業、3D列印和區塊鏈方面擁有深厚的背景。他的作品曾出現在《男性健康》(Men’s Health)、《連線》(Wired)和《紐約時報》(New York Times)上。他主持了一個名為Technotopia的播客,探討更美好的未來。
他撰寫了五本書籍,包括關於部落格的最佳書籍《部落客訓練營》(Bloggers Boot Camp),以及一本關於有史以來最昂貴的時計《瑪麗·安托瓦內特的手錶》(Marie Antoinette’s Watch)。他目前居住在紐約布魯克林。
他是一位經驗豐富的軟體工程師,擁有在軟體和網頁開發專案各個方面的扎實經驗。擁有塞維利亞大學(University of Seville)的計算機科學碩士學位。擅長與組織內所有成員及客戶合作,以實現技術、商業和財務目標。擅長簡化流程、提高生產力,並引入新興的方法論以豐富產品開發。他是認證的Scrum Master「專家級」,同時也是Scrum Manager的認證教師和考官,並在塞維利亞大學及其他私立機構教授軟體和網頁開發及專案管理相關課程。
他的個人簡介結合了技術和管理技能,擁有開發和架構管理、顧問和銷售的經驗。對數位轉型感興趣,關注技術如何推動商業轉型。