Building Generative AI Services with FastAPI

Start deploying, managing, and scaling containerized applications into AWS container infrastructure using Docker on Amazon EC2, Amazon Elastic Container Service (ECS), and AWS Elastic Kubernetes Service (EKS). This step by step practical book will cover all the available container services on AWS and review the usage of each one based on your required scale and cost. Further, you will see how to set up each environment and finally deploy, manage, and scale containerized applications on each one.In the chapter about Elastic Kubernetes Service (EKS), you will learn the process of building and managing Kubernetes clusters on AWS and see how to provision hosts in a matter of minutes, while deploying containers in seconds and making them available globally. Deploy Containers on AWS shows you how to get started with AWS container offerings and manage production or test environments of containerized applications using a hands-on approach with step-by-step instructions. What You Will LearnDepl

This rigorous, self-contained book describes mathematical and, in particular, stochastic and graph theoretic methods to assess the performance of complex networks and systems. It comprises three parts: the first is a review of probability theory; Part II covers the classical theory of stochastic processes (Poisson, Markov and queueing theory), which are considered to be the basic building blocks for performance evaluation studies; Part III focuses on the rapidly expanding new field of network science. This part deals with the recently obtained insight that many very different large complex networks – such as the Internet, World Wide Web, metabolic and human brain networks, utility infrastructures, social networks – evolve and behave according to general common scaling laws. This understanding is useful when assessing the end-to-end quality of Internet services and when designing robust and secure networks. Containing problems and solved solutions, the book is ideal for graduate student

Global environmental change is occurring at a rate faster than humans have ever experienced. Climate change and the loss of ecosystem services are the two main global environmental crises facing us today. As a result, there is a need for better understanding of the specific and general resilience of networked ecosystems, cities, organisations and institutions to cope with change. In this book, an international team of experts provide cutting-edge insights into building the resilience and adaptive governance of complex social-ecological systems. Through a set of case studies, it focuses on the social science dimension of ecosystem management in the context of global change, in a move to bridge existing gaps between resilience, sustainability and social science. Using empirical examples ranging from local to global levels, views from a variety of disciplines are integrated to provide an essential resource for scholars, policy-makers and students, seeking innovative approaches to governan

This rigourous and self-contained book describes mathematical and, in particular, stochastic methods to assess the performance of networked systems. It consists of three parts. The first part is a review on probability theory. Part two covers the classical theory of stochastic processes (Poisson, renewal, Markov and queuing theory), which are considered to be the basic building blocks for performance evaluation studies. Part three focuses on the relatively new field of the physics of networks. This part deals with the recently obtained insights that many very different large complex networks - such as the Internet, World Wide Web, proteins, utility infrastructures, social networks - evolve and behave according to more general common scaling laws. This understanding is useful when assessing the end-to-end quality of communications services, for example, in Internet telephony, real-time video and interacting games. Containing problems and solutions, this book is ideal for graduate studen

The Anglo-American Military Relationship explores military cooperation since the end of the Cold War. Much of the literature on the Anglo-American 'Special Relationship' has focused on the personal linkages between American Presidents and British Prime Ministers. This book argues that much of what is special between the two countries has resided in their military cooperation. This has provided the ballast that has underpinned other aspects of the political and economic relationship and given it durability. The book focuses on how the British armed services have worked alongside a superpower, in both peacetime and conflict. This military cooperation has been a challenging task, not least because it has occurred within a dynamic strategic context in which the nature of conflict has been evolving. British armed forces have engaged with their American allies in high intensity warfare, as well as in developing military doctrines to address insurgency, peace enforcement, and nation-building

Everything you need to know to get into Python coding, with 7 books in one Python All-in-One For Dummies is your one-stop source for answers to all your Python questions. From creating apps to building complex web sites to sorting big data, Python provides a way to get the work done. This book is great as a starting point for those new to coding, and it also makes a perfect reference for experienced coders looking for more than the basics. Apply your Python skills to data analysis, learn to write AI-assisted code using GitHub CoPilot, and discover many more exciting uses for this top programming language. Get started coding in Python--even if you're new to computer programmingReference all the essentials and the latest updates, so your code is air-tightLearn how Python can be a solution for large-scale projects and big datasetsAccelerate your career path with this comprehensive guide to learning PythonExperienced and would-be coders alike will love this easy-to-follow guide to learning

台灣微軟首席技術與策略長 丁維揚 專業推薦！ *數據是企業的重要資產，近來大數據潮流、機器學習和人工智慧(AI)…等興起。無疑地，都是依據數據來支持決定。 *本書內容闡述從大數據技術範疇、資料倉儲和商業智慧的概念與原理，以及顧客關係管理(CRM)的相關應用。重點深入敘述Microsoft SQL Server 2016發揮在大數據分析領域。 *從實務分析，說明利用T-SQL撰寫會員消費行為分析指令，例如：會員基本輪廓、購買行為(週期)、產品組合、會員流失率、會員貢獻度與行銷模型RFM等，讓讀者獲得貼近實務的大數據分析經驗。 *從整合分析，介紹SQL Server 2016在數據分析的突破With R。R屬於免費開放來源(Open Source)程式設計和統計語言，近來特別受到青睞。如今SQL Server 2016將R整合，資料分析人員不僅可以在SQL Server執行原本T-SQL之外，更可同時執行R語言，瞬間搭起分析與IT的橋樑。 *內容闡述從R Services 和R Package安裝、利用R Script讀取SQL Server資料表與寫入資料至SQL Server和使用R Tools for Visual Studio 進行資料建模。 *相較於一般市面上SQL Server書籍，本書讓讀者更好理解和上機操作，每一個範例都搭配詳細的操作步驟和分析結果解讀。

All the basics will be covered with clear instructions from former educator, Shea Henderson. The book is designed to tackle one project a month with each building on the skills learned in the previous

Now you can learn to make picture mosaics in wood with the art of Intarsia! Simply work your way through this skill-building workbook and soon you will be able to tackle any intarsia project with conf

The designer magnifies femininity, building his fairy-tale creations with simple designs, the finest materials, delicate hand-embroidery, intricate detail, and a sophisticated fusion of cultural influ

Learn the studio building secrets that only the pros know with The Studio Builder's Handbook. You might think it takes thousands of dollars and the services of an acoustic designer to improve your stu

* This fast and painless introduction to building Web services with J2EE 1.4 is organized so readers can learn about critical J2EE 1.4 features in the same way they are built and deployed* Java expert

The designer magnifies femininity, building his fairy-tale creations with simple designs, the finest materials, delicate hand-embroidery, intricate detail, and a sophisticated fusion of cultural influ

The key to the survival of museum collections is a stable indoor environment and vital to this is a well-maintained building with effective environmental services. Environmental Management sets out cl

A New York Times Magazine writer explores the Next Big Thing in tech—the impending revolution in voice recognition—and shows how it will upend Silicon Valley and transform how we use computers, the Web, and much more.Every decade or so brings a seismic shift in how people interact with tech, from the PC to the internet to the smartphone. James Vlahos shows that we are on the cusp of the next shift: to voice computing. Siri and Alexa are early forms of this technology, but the day is coming when we’ll talk as fluently with our phones, appliances, cars, etc. as we do with any human. Vlahos explains the enormous AI challenges that voice computing presents, and unpacks its vast economic, cultural, and psychological impact. He reveals how Google, Facebook, Microsoft, and other titans are competing fiercely to create the new voice-driven interfaces. Amazon has devoted an entire secret building to their efforts, and other companies are making similarly huge plays. Vlahos doesn’t sh