BPEL and Java Cookbook. Written by an SOA guru to help you orchestrate web services, the 100 recipes in this book will make integrating Java and BPEL a smooth process. Using the examples you'll avoid common problems and learn sophisticated techniques

Jurij Laznik

The Business Process Execution Language (BPEL) has become the de-facto standard for orchestrating web services. BPEL and web services are both clamped into Service-oriented Architecture (SOA). Development of efficient SOA composites too often requires usage of other technologies or languages, like Java. This Cookbook explains through the use of examples how to efficiently integrate BPEL with custom Java functionality.If you need to use BPEL programming to develop web services in SOA development, this book is for you.BPEL and Java Cookbook will show you how to efficiently integrate custom Java functionality into BPEL processes. Based on practical examples, this book shows you the solutions to a number of issues developers come across when designing SOA composite applications. The integration between the two technologies is shown two-fold; the book focuses on the ways that Java utilizes the BPEL and vice-versa.With this book, you will take a journey through a number of recipes that solve particular problems with developing SOA composite applications. Each chapter works on a different set of recipes in a specific area. The recipes cover the whole lifecycle of developing SOA composites: from specification, through design, testing and deployment.BPEL and Java Cookbook starts off with recipes that cover initiation of BPEL from Java and vice-versa. It then moves on to logging and tracing facilities, validation and transformation of BPEL servers, embedding of third-party Java libraries into BPEL. It also covers manipulation with variables in BPEL different techniques of Java code wrapping for web service usage and utilization of XML fa?ßades.After reading BPEL and Java Cookbook you will be able to circumvent many of the issues that developers experience during SOA composite application development. 

Budowanie aplikacji biznesowych za pomocą Windows Presentation Foundation i wzorca Model View ViewM

Garofalo Raffaele

Twórz bogate, elastyczne i łatwe w utrzymaniu aplikacje biznesowe przy pomocy wzorca projektowego MVVM Projektuj aplikacje biznesowe w prostszy i lepszy sposób stosując wzorzec MVVM dla Windows Presentation Foundation (WPF) i Microsoft Silverlight 4. Dzięki temu przewodnikowi wykorzystasz MVVM do wiązania danych, poleceń i zachowań tworząc interfejsy użytkownika luźno powiązane z logiką biznesową. MVVM idealnie nadaje się dla programistów .NET pracujących z WPF i Silverlight niezależnie od posiadanego doświadczenia w budowaniu aplikacji korporacyjnych. Odkryj, jak: Zagłębić się w tajniki wzorca MVVM i dowiedzieć się, czym różni się on od innych wzorców projektowych interfejsu użytkownika Zbudować prostą aplikację do zarządzania relacjami z klientami, którą można adaptować do swoich własnych projektów Implementować MVVM w celu utrzymywania podziału pomiędzy deklaratywną składnią interfejsu użytkownika a kodem logiki prezentacyjnej Tworzyć model domenowy definiujący kontekst biznesowy aplikacji Pisać dynamiczny kod dla warstwy dostępu do danych przy pomocy Microsoft Entity Framework i NHibernate Wymuszać złożone scenariusze sprawdzania poprawności danych przy użyciu Windows Workflow Foundation 4 Implementować MVVM przy użyciu platform i zestawów narzędzi, takich jak Microsoft Prism

Budowanie mikrousług

Sam Newman

Wykorzystaj potencjał architektury usług! Architektura mikrousług to sposób na odejście od dużych, monolitycznych aplikacji. Wyspecjalizowane usługi realizujące konkretne zadania i komunikujące się z otoczeniem pozwalają na lepsze zapanowanie nad kodem, są łatwiejsze do przetestowania oraz bardziej elastyczne. Jednak oprócz zalet mają też wady. Sięgnij po tę książkę i dowiedz się, jak najlepiej radzić sobie z architekturą mikrousług! Autor przedstawia w książce skuteczne techniki projektowania i korzystania z architektury mikrousług. W trakcie lektury kolejnych rozdziałów poznasz w szczegółach ideę mikrousług, korzyści ich stosowania, sposoby modelowania usług oraz skuteczne techniki dzielenia dużej aplikacji na mikrousługi. Ponadto zapoznasz się z możliwymi sposobami integracji: zdalne wywołanie procedur, REST i zdarzenia — to tylko niektóre z poruszanych kwestii. Na sam koniec zaznajomisz się z najlepszymi metodami testowania i monitorowania usług, zapewnisz im bezpieczeństwo dzięki kluczom API oraz innym technikom. Ta książka jest obowiązkową lekturą dla wszystkich osób chcących tworzyć nowoczesne systemy bazujące na architekturze mikrousług. Odkryj, jak można dostosować projekt systemu do celów Twojej organizacji stosując architekturę mikrousług Zapoznaj się z możliwościami integracji usług z pozostałą częścią systemu Zastosuj przyrostowe podejście do podziału monolitycznych baz kodu Wdrażaj pojedyncze mikrousługi korzystając z techniki ciągłej integracji Zbadaj złożoność testowania i monitorowania rozproszonych usług Zarządzaj zabezpieczeniami stosując modele użytkownik-usługa oraz usługa-usługa Zapoznaj się z wyzwaniami skalowania architektury mikrousług Przekonaj się, jak architektura mikrousług zmieni Twoje spojrzenie na aplikacje!

Budowanie mikrousług. Projektowanie drobnoziarnistych systemów. Wydanie II

Sam Newman

Mikrousługi są dla wielu organizacji wspaniałą alternatywą. Systemy rozproszone złożone ze współpracujących ze sobą mikrousług pozwalają na efektywne i elastyczne dostarczanie oprogramowania, które ściśle odpowiada na wymagania użytkowników. Dodatkową zaletą jest możliwość relatywnie szybkiego wprowadzania modyfikacji w systemie, co ułatwia płynne zaspokajanie zmieniających się potrzeb. Pewnym wyzwaniem dla programistów jednak może być złożoność powodowana przez właściwości architektury systemów rozproszonych, a także pojawiające się wciąż nowe technologie i metodyki, które znacząco zmieniają sposób korzystania z mikrousług. To drugie wydanie praktycznego przewodnika po projektowaniu, tworzeniu, wdrażaniu, skalowaniu i utrzymaniu systemów opartych na drobnoziarnistych mikrousługach. Publikacja została uzupełniona o informacje dotyczące najnowszych trendów i technologii związanych z mikrousługami. Sporo miejsca poświęcono na staranne przeanalizowanie przykładów dotyczących opisywanych koncepcji, a także pokazanie optymalnych sposobów rozwiązywania różnych problemów. Opisano również najnowsze rozwiązania dotyczące modelowania, integracji, testowania, wdrażania i monitorowania autonomicznych usług. Bardzo interesującą częścią są studia przypadków, w których przeanalizowano, jak organizacjom udaje się w praktyce w pełni wykorzystywać możliwości mikrousług. Dzięki książce dowiesz się, jak: przeprowadzać orkiestrację kontenerów i wdrażać rozwiązania bezserwerowe dostosowywać projekt systemu do potrzeb organizacji wybrać najlepszy sposób integracji usługi z systemem samodzielnie wdrażać mikrousługi skutecznie testować i monitorować usługi rozproszone zarządzać zabezpieczeniami dla rozszerzonej zawartości Architektura mikrousług: naucz się podejmować najlepsze decyzje projektowe!

Build Gamified Websites with PHP and jQuery. Using gaming principles to make learning more engaging, motivating, and interactive is a growing trend in web development. It's called gamification, and this book is the complete introduction to its theory and practice

Detrick DeBurr

Gamification involves the process of leveraging the features of real games into real life. A gamified website has the potential to increase user engagement, ROI, and learning. This book will help you build gamified websites with PHP and jQuery by making you understand the gamification design process to implement game mechanics in practical applications.Gamified websites are very popular amongst Internet users. The gamification of a web content draws users into action to empower them and help them develop new skills. Games engage user attention into the task and each task accomplished will mean the development and enhancement of new skills. This book will help you to apply the essence of games into real word applications such as business and education.Build Gamified Websites with PHP and jQuery aims at empowering and educating the users with an educational gamified website. The book walks through the process of developing a gamified website. Through the course of the book, you will learn gamification development process. The book emphasizes on the application of game mechanics to motivate the user. You will then use the Fogg behaviour model to influence the user behaviour. By the end of the book, you will see yourself building more engaging yet simple websites based on rational principles.

Build Your Own Programming Language. A programmer's guide to designing compilers, interpreters, and DSLs for modern computing problems - Second Edition

Clinton L. Jeffery, Imran Ahmad

There are many reasons to build a programming language: out of necessity, as a learning exercise, or just for fun. Whatever your reasons, this book gives you the tools to succeed.You’ll build the frontend of a compiler for your language and generate a lexical analyzer and parser using Lex and YACC tools. Then you’ll explore a series of syntax tree traversals before looking at code generation for a bytecode virtual machine or native code. In this edition, a new chapter has been added to assist you in comprehending the nuances and distinctions between preprocessors and transpilers. Code examples have been modernized, expanded, and rigorously tested, and all content has undergone thorough refreshing. You’ll learn to implement code generation techniques using practical examples, including the Unicon Preprocessor and transpiling Jzero code to Unicon. You'll move to domain-specific language features and learn to create them as built-in operators and functions. You’ll also cover garbage collection.Dr. Jeffery’s experiences building the Unicon language are used to add context to the concepts, and relevant examples are provided in both Unicon and Java so that you can follow along in your language of choice.By the end of this book, you'll be able to build and deploy your own domain-specific language.

Build Your Own Programming Language. A programmer's guide to designing compilers, interpreters, and DSLs for solving modern computing problems

Clinton L. Jeffery

The need for different types of computer languages is growing rapidly and developers prefer creating domain-specific languages for solving specific application domain problems. Building your own programming language has its advantages. It can be your antidote to the ever-increasing size and complexity of software.In this book, you’ll start with implementing the frontend of a compiler for your language, including a lexical analyzer and parser. The book covers a series of traversals of syntax trees, culminating with code generation for a bytecode virtual machine. Moving ahead, you’ll learn how domain-specific language features are often best represented by operators and functions that are built into the language, rather than library functions. We’ll conclude with how to implement garbage collection, including reference counting and mark-and-sweep garbage collection. Throughout the book, Dr. Jeffery weaves in his experience of building the Unicon programming language to give better context to the concepts where relevant examples are provided in both Unicon and Java so that you can follow the code of your choice of either a very high-level language with advanced features, or a mainstream language.By the end of this book, you’ll be able to build and deploy your own domain-specific languages, capable of compiling and running programs.

Building a 3D Game with LibGDX. Click here to enter text

Sebastián Di Giuseppe, Andreas Krühlmann, Elmar van Rijnswou

LibGDX is a hugely popular open source, cross-platform, Java-based game development framework built for the demands of cross-platform game development. This book will teach readers how the LibGDX framework uses its 3D rendering API with the OpenGL wrapper, in combination with Bullet Physics, 3D Particles, and Shaders to develop and deploy a game application to different platformsYou will start off with the basic Intellij environment, workflow and set up a LibGDX project with necessary APIs for 3D development. You will then go through LibGDX’s 3D rendering API main features and talk about the camera used for 3D. Our next step is to put everything together to build a basic 3D game with Shapes, including basic gameplay mechanics and basic UI. Next you will go through modeling, rigging, and animation in Blender. We will then talk about refining mechanics, new input implementations, implementing enemy 3D models, mechanics, and gameplay balancing. The later part of this title will help you to manage secondary resources like audio, music and add 3D particles in the game to make the game more realistic. You will finally test and deploy the app on a multitude of different platforms, ready to start developing your own titles how you want!

Building a Web Application with PHP and MariaDB: A Reference Guide. Build fast, secure, and interactive web applications using this comprehensive guide

Sai S Sriparasa

Building AI Applications with Microsoft Semantic Kernel. Easily integrate generative AI capabilities and copilot experiences into your applications

Lucas A. Meyer

In the fast-paced world of AI, developers are constantly seeking efficient ways to integrate AI capabilities into their apps. Microsoft Semantic Kernel simplifies this process by using the GenAI features from Microsoft and OpenAI.Written by Lucas A. Meyer, a Principal Research Scientist in Microsoft’s AI for Good Lab, this book helps you get hands on with Semantic Kernel. It begins by introducing you to different generative AI services such as GPT-3.5 and GPT-4, demonstrating their integration with Semantic Kernel. You’ll then learn to craft prompt templates for reuse across various AI services and variables. Next, you’ll learn how to add functionality to Semantic Kernel by creating your own plugins. The second part of the book shows you how to combine multiple plugins to execute complex actions, and how to let Semantic Kernel use its own AI to solve complex problems by calling plugins, including the ones made by you. The book concludes by teaching you how to use vector databases to expand the memory of your AI services and how to help AI remember the context of earlier requests. You’ll also be guided through several real-world examples of applications, such as RAG and custom GPT agents.By the end of this book, you'll have gained the knowledge you need to start using Semantic Kernel to add AI capabilities to your applications.

Building AI Applications with OpenAI APIs. Leverage ChatGPT, Whisper, and DALL-E APIs to build 10 innovative AI projects - Second Edition

Martin Yanev

Unlock the power of AI in your applications with ChatGPT with this practical guide that shows you how to seamlessly integrate OpenAI APIs into your projects, enabling you to navigate complex APIs and ensure seamless functionality with ease.This new edition is updated with key topics such as OpenAI Embeddings, which’ll help you understand the semantic relationships between words and phrases. You’ll find out how to use ChatGPT, Whisper, and DALL-E APIs through 10 AI projects using the latest OpenAI models, GPT-3.5, and GPT-4, with Visual Studio Code as the IDE. Within these projects, you’ll integrate ChatGPT with frameworks and tools such as Flask, Django, Microsoft Office APIs, and PyQt. You’ll get to grips with NLP tasks, build a ChatGPT clone, and create an AI code bug-fixing SaaS app. The chapters will also take you through speech recognition, text-to-speech capabilities, language translation, generating email replies, creating PowerPoint presentations, and fine-tuning ChatGPT, along with adding payment methods by integrating the ChatGPT API with Stripe.By the end of this book, you’ll be able to develop, deploy, and monetize your own groundbreaking applications by harnessing the full potential of ChatGPT APIs.

Building AI Intensive Python Applications. Create intelligent apps with LLMs and vector databases

Rachelle Palmer, Ben Perlmutter, Ashwin Gangadhar, Nicholas Larew, ...

The era of generative AI is upon us, and this book serves as a roadmap to harness its full potential. With its help, you’ll learn the core components of the AI stack: large language models (LLMs), vector databases, and Python frameworks, and see how these technologies work together to create intelligent applications.The chapters will help you discover best practices for data preparation, model selection, and fine-tuning, and teach you advanced techniques such as retrieval-augmented generation (RAG) to overcome common challenges, such as hallucinations and data leakage. You’ll get a solid understanding of vector databases, implement effective vector search strategies, refine models for accuracy, and optimize performance to achieve impactful results. You’ll also identify and address AI failures to ensure your applications deliver reliable and valuable results. By evaluating and improving the output of LLMs, you’ll be able to enhance their performance and relevance.By the end of this book, you’ll be well-equipped to build sophisticated AI applications that deliver real-world value.

Building an API Product. Design, implement, release, and maintain API products that meet user needs

Bruno Pedro

The exponential increase in the number of APIs is evidence of their widespread adoption by companies seeking to deliver value to users across diverse industries, making the art of building successful APIs an invaluable skill for anyone involved in product development. With this comprehensive guide, you’ll walk through the entire process of planning, designing, implementing, releasing, and maintaining successful API products. You’ll start by exploring all aspects of APIs, including their types, technologies, protocols, and lifecycle stages. Next, you’ll learn how to define an API strategy and identify business objectives, user personas, and jobs-to-be-done (JTBD). With these skills, you’ll delve into designing and validating API capabilities to create a machine-readable API definition. As you advance, the book helps you understand how to choose the right language and framework for securely releasing an API server and offers insights into analyzing API usage metrics, improving performance, and creating compelling documentation that users love. Finally, you’ll discover ways to support users, manage versions, and communicate changes or the retirement of an API.By the end of this API development book, you’ll have the confidence and skills to create API products that truly stand out in the market.

Building an RPG with Unreal 4.x. Get to grips with building the foundations of an RPG using Unreal Engine 4.x

Alan R. Stagner, Steve Santello

Now that Unreal Engine 4 has become one of the most cutting edge game engines in the world, developers are looking for the best ways of creating games of any genre in the engine. This book will lay out the foundation of creating a turn-based RPG in Unreal Engine 4.12. The book starts by walking you through creating a turn-based battle system that can hold commands for party members and enemies. You’ll get your hands dirty by creating NPCs such as shop owners, and important mechanics, that make up every RPG such as a currency system, inventory, dialogue, and character statistics. Although this book specifically focuses on the creation of a turn-based RPG, there are a variety of topics that can be utilized when creating many other types of genres.By the end of the book, you will be able to build upon core RPG framework elements to create your own game experience.

Building Android UIs with Custom Views. Build amazing custom user interfaces with Android custom views

Raimon Rafols Montane

To build great user interfaces for your Android apps that go beyond the standard UI elements, you need to use custom Android views. With these, you can give your app a distinctive look and ensure that it functions properly across multiple devices. This book will help you construct a great UI for your apps by teaching you how to create custom Android views. You will start by creating your first Android custom view and go through the design considerations. You will then see how the right choices will enable your custom view to perform seamlessly across multiple platforms and Android versions. You will create custom styleable attributes that work with Android XML layouts, learn to process touch events, define custom attributes, and add properties and events to them. By the end of this book, you will be able to create apps with custom views that are responsive and adaptable to make your app distinctive and an instant hit with its users.

Building Applications with Spring 5 and Kotlin. Build scalable and reactive applications with Spring combined with the productivity of Kotlin

Miloš Vasić

Kotlin is being used widely by developers because of its light weight, built-in null safety, and functional and reactive programming aspects. Kotlin shares the same pragmatic, innovative and opinionated mindset as Spring, so they work well together. Spring when combined with Kotlin helps you to reach a new level of productivity. This combination has helped developers to create Functional Applications using both the tools together. This book will teach you how to take advantage of these developments and build robust, scalable and reactive applications with ease. In this book, you will begin with an introduction to Spring and its setup with Kotlin. You will then dive into assessing the design considerations of your application. Then you will learn to use Spring (with Spring Boot) along with Kotlin to build a robust backend in a microservice architecture with a REST based collaboration, and leverage Project Reactor in your application. You’ll then learn how to integrate Spring Data and Spring Cloud to manage configurations for database interaction and cloud deployment. You’ll also learn to use Spring Security to beef up security of your application before testing it with the JUnit framework and then deploying it on a cloud platform like AWS.

Building Applications with Spring 5 and Vue.js 2. Build a modern, full-stack web application using Spring Boot and Vuex

James J. Ye

Building Applications with Spring 5 and Vue.js 2, with its practical approach, helps you become a full-stack web developer. As well as knowing how to write frontend and backend code, a developer has to tackle all problems encountered in the application development life cycle – starting from the simple idea of an application, to the UI and technical designs, and all the way to implementation, testing, production deployment, and monitoring. With the help of this book, you'll get to grips with Spring 5 and Vue.js 2 as you learn how to develop a web application. From the initial structuring to full deployment, you’ll be guided at every step of developing a web application from scratch with Vue.js 2 and Spring 5. You’ll learn how to create different components of your application as you progress through each chapter, followed by exploring different tools in these frameworks to expedite your development cycle. By the end of this book, you’ll have gained a complete understanding of the key design patterns and best practices that underpin professional full-stack web development.

Building Big Data Pipelines with Apache Beam. Use a single programming model for both batch and stream data processing

Jan Lukavský

Apache Beam is an open source unified programming model for implementing and executing data processing pipelines, including Extract, Transform, and Load (ETL), batch, and stream processing.This book will help you to confidently build data processing pipelines with Apache Beam. You’ll start with an overview of Apache Beam and understand how to use it to implement basic pipelines. You’ll also learn how to test and run the pipelines efficiently. As you progress, you’ll explore how to structure your code for reusability and also use various Domain Specific Languages (DSLs). Later chapters will show you how to use schemas and query your data using (streaming) SQL. Finally, you’ll understand advanced Apache Beam concepts, such as implementing your own I/O connectors.By the end of this book, you’ll have gained a deep understanding of the Apache Beam model and be able to apply it to solve problems.

Building Blazor WebAssembly Applications with gRPC. Learn how to implement source generators and gRPC in your Blazor apps for better performance

Václav Pekárek

Building Blazor WebAssembly Applications with gRPC will take you to the next level in your web development career. After working through all the essentials of gRPC, Blazor, and source generators, you will be far from a beginner C# developer and would qualify as a developer with intermediate knowledge of the Blazor ecosystem.After a quick primer on the basics of Blazor technology, REST, gRPC, and source generators, you’ll dive straight into building Blazor WASM applications. You’ll learn about everything from two-way bindings and Razor syntax to project setup. The practical emphasis continues throughout the book as you steam through creating data repositories, working with REST, and building and registering gRPC services. The chapters also cover how to manage source generators, C# and debugging best practices, and more. There is no shorter path than this book to solidify your gRPC-enabled web development knowledge.By the end of this book, your knowledge of building Blazor applications with one of the most modern and powerful frameworks around will equip you with a highly sought-after skill set that you can leverage in the best way possible.

Building Bluetooth Low Energy Systems. Take your first steps in IoT

Muhammad Usama bin Aftab

Bluetooth Low Energy (BLE) is a Wireless Personal Area network technology aimed at novel applications for smart devices. High-tech BLE profiles and services are being increasingly used by application developers and hardware enthusiasts to allow devices to interact with the surrounding world.This book will focus on a technical introduction to BLE and how it is reshaping small-distance communication. We will start with IoT, where many technologies such as BLE, Zigbee, and IEEE 802.15.4 Mesh will be introduced. The book will present BLE from an engineering perspective, from which the protocol stack, architecture, and layers are discussed. You will learn to implement customized projects for Peripheral/Central communication, BLE Beacons, indoor navigation using triangulation, and the Internet gateway for Bluetooth Low Energy Personal Network, all using various code samples and APIs on Android, iOS, and the Web. Finally, the book will conclude with a glimpse into future technologies destined to be prominent in years to come.

Building Bots with Microsoft Bot Framework. Creating intelligent conversational interfaces

Kishore Gaddam

Bots help users to use the language as a UI and interact with the applications from any platform. This book teaches you how to develop real-world bots using Microsoft Bot Framework.The book starts with setting up the Microsoft Bot Framework development environment and emulator, and moves on to building the first bot using Connector and Builder SDK. Explore how to register, connect, test, and publish your bot to the Slack, Skype, and Facebook Messenger platforms. Throughout this book, you will build different types of bots from simple to complex, such as a weather bot, a natural speech and intent processing bot, an Interactive Voice Response (IVR) bot for a bank, a facial expression recognition bot, and more from scratch. These bots were designed and developed to teach you concepts such as text detection, implementing LUIS dialogs, Cortana Intelligence Services, third-party authentication, Rich Text format, Bot State Service, and microServices so you can practice working with the standard development tools such as Visual Studio, Bot Emulator, and Azure.

Building Clouds with Windows Azure Pack. Click here to enter text

Amit Malik

Windows Azure Pack is an on-premises cloud solution by Microsoft, which can be leveraged by Organizations and Services providers for building an enterprise class cloud solution. WAP provides consistent experience to Microsoft Azure, along with capabilities such as multi-tenancy, high density, self-service, automated. WAP can be leveraged to provide both IaaS & PaaS Offerings to internal and external customers. In this book, we will learn about planning and deployment of Cloud Fabric for Windows Azure Pack, Azure Pack components, VM Clouds and IaaS offerings, PaaS Offering including WebSites & Service Bus, DBaaS offerings, Automation with SMA, and extending capabilities with third party products integration and tenant experience for all services.

Building Computer Vision Projects with OpenCV 4 and C++. Implement complex computer vision algorithms and explore deep learning and face detection

David Millán Escrivá, Prateek Joshi, Vinícius G. Mendonça, Roy Shilkrot

OpenCV is one of the best open source libraries available and can help you focus on constructing complete projects on image processing, motion detection, and image segmentation.This Learning Path is your guide to understanding OpenCV concepts and algorithms through real-world examples and activities. Through various projects, you'll also discover how to use complex computer vision and machine learning algorithms and face detection to extract the maximum amount of information from images and videos. In later chapters, you'll learn to enhance your videos and images with optical flow analysis and background subtraction. Sections in the Learning Path will help you get to grips with text segmentation and recognition, in addition to guiding you through the basics of the new and improved deep learning modules. By the end of this Learning Path, you will have mastered commonly used computer vision techniques to build OpenCV projects from scratch. This Learning Path includes content from the following Packt books:•Mastering OpenCV 4 - Third Edition by Roy Shilkrot and David Millán Escrivá•Learn OpenCV 4 By Building Projects - Second Edition by David Millán Escrivá, Vinícius G. Mendonça, and Prateek Joshi

Building Data Science Applications with FastAPI. Develop, manage, and deploy efficient machine learning applications with Python

François Voron

FastAPI is a web framework for building APIs with Python 3.6 and its later versions based on standard Python-type hints. With this book, you’ll be able to create fast and reliable data science API backends using practical examples.This book starts with the basics of the FastAPI framework and associated modern Python programming language concepts. You'll be taken through all the aspects of the framework, including its powerful dependency injection system and how you can use it to communicate with databases, implement authentication and integrate machine learning models. Later, you’ll cover best practices relating to testing and deployment to run a high-quality and robust application. You’ll also be introduced to the extensive ecosystem of Python data science packages. As you progress, you’ll learn how to build data science applications in Python using FastAPI. The book also demonstrates how to develop fast and efficient machine learning prediction backends and test them to achieve the best performance. Finally, you’ll see how to implement a real-time face detection system using WebSockets and a web browser as a client.By the end of this FastAPI book, you’ll have not only learned how to implement Python in data science projects but also how to maintain and design them to meet high programming standards with the help of FastAPI.