Building Generative AI Services with FastAPI

"AI expert Jerry Kaplan explains how generative AI will revolutionize virtually every human activity. Highly recommended." - Francis Fukuyama, Political scientist and author of The End of History and the Last Man Advances in Generative Artificial Intelligence (GAI) have created a new class of computer systems that exhibit astonishing proficiency on a wide variety of tasks with superhuman performance, producing novel text, images, music, and software by analyzing enormous collections of digitized information. Soon, these systems will provide expert medical care; offer legal advice; draft documents; write computer programs; tutor our children; and generate music and art. These advances will accelerate progress in science, art, and human knowledge, but they will also bring new dangers. Have we finally discovered the holy grail of AI - machines that match or exceed human intelligence? Which industries and professions will thrive, and which will wither? What risks and dangers will it pose?

Organizations pour vast resources into building new products and services. Yet, too many new offerings are poorly conceived, don't delight (or even satisfy) customers, and fail in the marketplace. More effective product ownership and product management can keep that from happening to you. Now, there's an expert guide to world-class agile product development, reflecting deep in-the-trenches experience from two renowned product innovation experts and Scrum consultants. Chris Lukassen and Robbin Schuurman introduce powerful behaviors, tools, concepts, and skills for delivering superior products and services, and avoiding pitfalls that keep you from understanding what customers really need and want. You'll learn how to make crucial decisions based on better insights, not anecdotal or subjective second-hand information; and optimize roles including product owner, customer representative, visionary, experimenter, decision-maker, collaborator, and influencer. The authors teach through a start

#1 New York Times bestselling author Adam Grant illuminates the surprising science behind strong connectionsA vibe—a special connection between people that creates a spark—is an engine of happiness and success. Yet building meaningful ties is one of the most pressing problems of our time. As social media forces face-to-face interaction behind digital screens, communication gets outsourced to AI, and the world becomes more polarized than ever, our loneliness crisis shows no signs of slowing.To reveal how we can forge faster, stronger, and longer bonds, Grant offers groundbreaking studies, expert insights, and myth-busting stories. Filled with the eye-opening takeaways that have brought millions of readers to his books, Vibe teaches us that similarity is not necessary for solidarity, chemistry doesn’t always happen quickly, and closeness doesn’t always take time.Along the way, Grant introduces us to a crew of astronauts who learned to trust people they don’t like, a comedy troupe that sw

在人們愈來愈依賴數位工具與AI溝通的時代，建立真正親近的人際關係，似乎變得更加困難。《紐約時報》冠軍暢銷作家 Adam Grant 在本書中，結合心理學研究、專家觀點與真實故事，探討人與人之間的默契、信任和親密感如何形成。他指出，建立連結不一定需要相似的個性，投緣也未必發生在初次見面時。書中介紹學會信任不喜歡的同伴的太空人、透過適度分開維持合作的喜劇團隊，以及藉由坦誠爭論改善關係的樂團。Adam Grant 也分享自己從害羞內向到樂於凝聚人群的經歷。本書獲 Bob Iger、Steve Kerr、Reese Witherspoon 等人推薦，提供重新理解友誼、合作與人際關係的不同角度。#1 New York Times bestselling author Adam Grant illuminates the surprising science of chemistry and closeness.'A brilliant book about how to make great connections' – BOB IGER'A master class in building winning teams and lasting bonds' – STEVE KERR'Explores one of the most important lessons I learned during my year in space: human connection is not something you find, it's something you build' – SCOTT KELLYWhen we vibe with other people, it fuels our happiness and success. Yet building meaningful ties is one of the most pressing problems of our time.As face-to-face interaction gives way to digital screens, communication gets outsourced to AI and the world becomes more polarised, our loneliness c

The internet arrived with a boom changing the landscape for business and opening up a global marketplace like nothing before.? The pace of change has been building with exponential momentum, the impac

Hollis Grant has fashioned a new life for herself with a foster child and a job as resident super of an eight-storey apartment building with a split personality. Hollis finds herself in the middle of

Follow along with Dash Derby as he guides you through the daring world of Pinewood Derby. Use this workbook along with the book Getting Started in Pinewood Derby to learn the basics of building a De

Beginner carvers are presented with jargon-free instructions for eight skill-building projects in this copiously illustrated guide to carving in the round without a bandsaw. An introductory section ac

For the past few years, Grant Thompson has spent his weekends starting fires, building cannons, and experimenting with dry ice and liquid nitrogen. He’s made pumpkins explode, defied gravity, and disc

Bruce Carscadden Architect is a design studio based in Vancouver. In a decade of practice, their studio has designed and executed numerous building types for a variety of clients, with an emphasis

The fifth edition of this updated and expanded classic provides visual artists with an in-depth guide to developing and building a career as a professional artist. Veteran art writer Daniel Grant weav

In the second book of The Legacy Series, James, now twenty-one, starts his long awaited career into building Bannerman’s into the empire of his dreams. The story continues with love affairs, marriages

With just a simple set of tools and only five basic skills, kids can learn the easy techniques of leatherworking while building self-confidence and establishing safety skills that wi

Life is good for Joyce and Kevin--traveling, having fun with friends, holding down a successful Wall Street career, building their dream home and planning a big family. Then, in what feels like an ins

Architectural realisation of a building and its opening to the public with a range of services are central components of the building and design process of libraries. Post-Occupancy Evaluation (POE) i

Provides instructions for creating Microsoft Office cloud-based services, building custom applications, and constructing collaborative solutions with instant messaging and video conferencing.

This is the benchmark book for building client relationships, growing a practice, and avoiding litigation--written in association with the world's leading organization for financial services professi

Search computing, which has evolved from service computing, focuses on building the answers to complex search queries by interacting with a constellation of cooperating search services, using the rank

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

Building products and services that people interact with is the big challenge of the 21st century. Dan Saffer has done an amazing job synthesizing the chaos into an understandable, ordered reference t

(Volume 1)On any given day in a certain city, in a certain public services office building down in the Health and Welfare Department, you just might run into a clerk with a tongue twister of a name, a

On any given day in a certain city--in a certain public services office building down in the Health & Welfare Department...you just might run into a clerk with a tongue twister of a name, a hu

Data-Driven Learning (DDL) can be broadly defined as the use of corpus tools and techniques for learners and teachers of foreign or second language, typically in the form of concordances derived from authentic texts for inductive learning of lexicogrammar. This Element is a practical guide for language teachers and graduate students intending to explore or upgrade their use of corpora in the language classroom and beyond. In today's context, where advances in computing and information processing dominate our social and professional interactions, the use of corpora emerges as a prime resource with which to approach data-driven language learning and teaching, developing language awareness, noticing skills and critical thinking for learning that generative AI cannot do for you.

The synergy between Artificial Intelligence (AI) and the Internet of Things (IoT) is shaping the future of technology and opening a world of unprecedented possibilities. Artificial Intelligence of Things (AIoT): Current and Future Trends brings together researchers and developers from a wide range of domains to share with readers their ideas about how to implement technical advances, application areas for intelligent systems, and development of new services and smart devices connected to the Internet through a variety of wireless technologies. Parallel to this, new capabilities such as pervasive sensing, multimedia sensing, machine learning, deep learning, and computing power are opening the way to new domains, services, and business models beyond the traditional mobile Internet. These new areas in turn come with various requirements in terms of reliability, quality of service, and energy efficiency. In Artificial Intelligence of Things readers learn about the challenges and requiremen

What are the principles behind intelligent systems? How are they built? What are intelligent systems useful for? How do we choose the right tool for the job? These questions are answered by Michael Negnevitsky’s Artificial Intelligence: A Guide to Intelligent Systems.Unlike many books on computer intelligence, which use complex computer science terminology and are crowded with complex matrix algebra and differential equations, this text demonstrates that the ideas behind intelligent systems are simple and straightforward. This text assumes little or no programming experience as it tackles topics like expert systems, fuzzy systems, artificial neural networks, evolutionary computation, knowledge engineering, and data mining.TABLE OF CONTENTS1. Introduction to Intelligent Systems 1.1 Intelligent Machines, or What Machines Can Do 1.2 The History of Artificial Intelligence, or From the ‘Dark Ages’ to Knowledge-based Systems 1.3 Generative AI 1.4 Summary Questions fo

In Bridging Intention to Impact: Transform Product Development through Evidence-Based Decision-Making, Connor Joyce, a seasoned user researcher and product strategist, offers a groundbreaking guide for product managers and teams seeking to elevate their digital products from engaging to impactful. Packed with practical tools and frameworks, examples from startups through enterprises across industries, and generative AI prompts, this book helps product teams immediately begin taking steps toward a more experimental and evidence-driven culture. Joyce illustrates how this approach can empower companies to adapt to shifting user needs and technology by reframing their digital products as dynamic solutions designed to maximize behavior change, user outcomes, and, ultimately, business impacts, including decreasing churn, increasing customer lifetime value, and lowering customer acquisition costs. Join the growing movement of product leaders embracing the Impact Mindset and unlock your team's

Growing up in China while educated in Japan and the US, the author has in the past few decades both witnessed and actively participated in the historical process of legal transformations in contemporary China. Through a series of academic contributions, as well as meetings, activities and memberships with policymakers and practitioners, the author has spared no effort in applying his theoretical scholarship to real, concrete practices. He has made significant contributions to the building of a rule-of-law system in China, with great social influences. The publishing of this book is to share with English-speaking readers his insights, experiences, and practices related to the institutional undertaking of building the rule of law in China. It offers a legal perspective on some of the cutting-edge issues in our society at large (e.g. risk and uncertainty, AI network, the COVID-19 pandemic, and big data).

The 'Domus Dei', otherwise known as the Garrison Church, in Portsmouth is a familiar landmark to ships sailing into and out of Portsmouth Harbour. It was originally founded about 1210 as a 'hospital' for travellers - especially pilgrims - arriving at the port. After the Reformation its main building became a church, and was frequently used by naval and army personnel before embarkation. In 1814 the sovereigns and leaders of the Allies against Napoleon gathered there during the peace celebrations following his abdication, but by the middle of the century it had become dilapidated. A restoration project was begun in 1865, and this history of the building was published in 1873 by Henry P. Wright, 'chaplain to the Forces', with the intention of raising further donations towards the refurbishment, which he describes in detail. The church was severely damaged by bombing in 1941, but remains consecrated and is occasionally used for services.

This is the story of Makerere College from its inception in 1922 when fourteen day boys began to study carpentry, building and mechanics. In 1949 the greatly developed college entered into a special relationship with the University of London and began to prepare students for degrees of that university. The story is brought up to 1962 when with one thousand graduate and undergraduate students and with impressive buildings spread over 400 acres the University College was preparing to merge its identity with the Royal College, Nairobi and the University College, Dar es Salaam to form the new degree-granting University of East Africa. Throughout East Africa these men and women of all races hold prominent positions in the civil services and form the backbone of the professions. The chronicle of Makerere is so closely bound up with the history of East Africa that this book will be welcomed by students of African affairs as well as by alumni of the College and by those concerned with educatio

Written for practitioners and policymakers, this book will help professionals across health, education, social care and juvenile justice services to understand the needs of young offenders and adolescents at risk of entering the criminal justice system. Developmental in approach, the textbook provides a comprehensive overview of forensic child and adolescent mental health, using cases to help clinicians link theoretical principles to practice and understand how mental health and neurodevelopmental impairment can relate to offending behaviour. With an emphasis on preventive initiatives, early intervention and the building of psycho-social resilience through the delivery of values based practice, this book highlights the need for comprehensive assessment for young people across multiple domains of their lives. This book is of interest to all clinicians working within mental health teams, practitioners working with children and adolescents, professionals involved with youth justice and me

Competition is Fierce, 2013 Taiwanese Industry Expects Transition Global economy, surviving from the impact of the previous financial crisis, is now presenting a slow-to-moderate growth rate in 2013. Taiwan is now facing the pressure from regional economy expansion, new threats from Asia’s newly developing countries and competition from Japan/Korea with their strong industrial vertically integrated power. Moreover, there is a trend for those major western multinational companies to move their overseas manufacturing and technical services back to their mother lands, creating a new face of the global supply chain. More severe industrial competition is being expected. As such, Taiwan needs to aggressively proceed with its own industry structural transformation concentrating on the industries, investment, human resources and industrial efficiency. One of the government efforts could be made to continue building the industrial intelligent information service system through the mechanism of

We need new governance solutions to help us improve public policies and services, solve complex societal problems, strengthen social communities and reinvigorate democracy. By changing how government engages with citizens and stakeholders, co-creation provides an attractive and feasible approach to governance that goes beyond the triptych of public bureaucracy, private markets and self-organized communities. Inspired by the successful use of co-creation for product and service design, this book outlines a broad vision of co-creation as a strategy of public governance. Through the construction of platforms and arenas to facilitate co-creation, this strategy can empower local communities, enhance broad-based participation, mobilize societal resources and spur public innovation while building ownership for bold solutions to pressing problems and challenges. The book details how to use co-creation to achieve goals. This exciting and innovative study combines theoretical argument with illus

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。