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Building Data Science Applications with FastAPI : Develop, manage, and deploy efficient machine learning applications with Python / François VORON / PACKT PUBLISHING (2023)
Titre : Building Data Science Applications with FastAPI : Develop, manage, and deploy efficient machine learning applications with Python Type de document : e-book Auteurs : François VORON Editeur : PACKT PUBLISHING Année de publication : 2023 ISBN/ISSN/EAN : 9781837632749 Note générale : copyrighted Langues : Anglais (eng) Résumé : Learn all the features and best practices of FastAPI to build, deploy, and monitor powerful data science and AI apps, like object detection or image generation. Purchase of the print or Kindle book includes a free PDF eBookKey FeaturesUncover the secrets of FastAPI, including async I/O, type hinting, and dependency injectionLearn to add authentication, authorization, and interaction with databases in a FastAPI backendDevelop real-world projects using pre-trained AI modelsBook DescriptionBuilding Data Science Applications with FastAPI is the go-to resource for creating efficient and dependable data science API backends. This second edition incorporates the latest Python and FastAPI advancements, along with two new AI projects – a real-time object detection system and a text-to-image generation platform using Stable Diffusion. The book starts with the basics of FastAPI and modern Python programming. You'll grasp FastAPI's robust dependency injection system, which facilitates seamless database communication, authentication implementation, and ML model integration. As you progress, you'll learn testing and deployment best practices, guaranteeing high-quality, resilient applications. Throughout the book, you'll build data science applications using FastAPI with the help of projects covering common AI use cases, such as object detection and text-to-image generation. These hands-on experiences will deepen your understanding of using FastAPI in real-world scenarios. By the end of this book, you'll be well equipped to maintain, design, and monitor applications to meet the highest programming standards using FastAPI, empowering you to create fast and reliable data science API backends with ease while keeping up with the latest advancements.What you will learnExplore the basics of modern Python and async I/O programmingGet to grips with basic and advanced concepts of the FastAPI frameworkDeploy a performant and reliable web backend for a data science applicationIntegrate common Python data science libraries into a web backendIntegrate an object detection algorithm into a FastAPI backendBuild a distributed text-to-image AI system with Stable DiffusionAdd metrics and logging and learn how to monitor themWho this book is forThis book is for data scientists and software developers interested in gaining knowledge of FastAPI and its ecosystem to build data science applications. Basic knowledge of data science and machine learning concepts and how to apply them in Python is recommended. Nombre d'accès : Illimité En ligne : http://library.ez.neoma-bs.fr/login?url=https://www.scholarvox.com/book/88946127 Permalink : https://cataloguelibrary.neoma-bs.fr/index.php?lvl=notice_display&id=579795 Building ETL Pipelines with Python : Create and deploy enterprise-ready ETL pipelines by employing modern methods / Brij Kishore PANDEY / PACKT PUBLISHING (2023)
Titre : Building ETL Pipelines with Python : Create and deploy enterprise-ready ETL pipelines by employing modern methods Type de document : e-book Auteurs : Brij Kishore PANDEY Editeur : PACKT PUBLISHING Année de publication : 2023 ISBN/ISSN/EAN : 9781804615256 Note générale : copyrighted Langues : Anglais (eng) Résumé : Develop production-ready ETL pipelines by leveraging Python libraries and deploying them for suitable use casesKey FeaturesUnderstand how to set up a Python virtual environment with PyCharmLearn functional and object-oriented approaches to create ETL pipelinesCreate robust CI/CD processes for ETL pipelinesPurchase of the print or Kindle book includes a free PDF eBookBook DescriptionModern extract, transform, and load (ETL) pipelines for data engineering have favored the Python language for its broad range of uses and a large assortment of tools, applications, and open source components. With its simplicity and extensive library support, Python has emerged as the undisputed choice for data processing. In this book, you’ll walk through the end-to-end process of ETL data pipeline development, starting with an introduction to the fundamentals of data pipelines and establishing a Python development environment to create pipelines. Once you've explored the ETL pipeline design principles and ET development process, you'll be equipped to design custom ETL pipelines. Next, you'll get to grips with the steps in the ETL process, which involves extracting valuable data; performing transformations, through cleaning, manipulation, and ensuring data integrity; and ultimately loading the processed data into storage systems. You’ll also review several ETL modules in Python, comparing their pros and cons when building data pipelines and leveraging cloud tools, such as AWS, to create scalable data pipelines. Lastly, you’ll learn about the concept of test-driven development for ETL pipelines to ensure safe deployments. By the end of this book, you’ll have worked on several hands-on examples to create high-performance ETL pipelines to develop robust, scalable, and resilient environments using Python.What you will learnExplore the available libraries and tools to create ETL pipelines using PythonWrite clean and resilient ETL code in Python that can be extended and easily scaledUnderstand the best practices and design principles for creating ETL pipelinesOrchestrate the ETL process and scale the ETL pipeline effectivelyDiscover tools and services available in AWS for ETL pipelinesUnderstand different testing strategies and implement them with the ETL processWho this book is forIf you are a data engineer or software professional looking to create enterprise-level ETL pipelines using Python, this book is for you. Fundamental knowledge of Python is a prerequisite. Nombre d'accès : Illimité En ligne : http://library.ez.neoma-bs.fr/login?url=https://www.scholarvox.com/book/88947122 Permalink : https://cataloguelibrary.neoma-bs.fr/index.php?lvl=notice_display&id=581275 Building Low Latency Applications with C++ : Develop a complete low latency trading ecosystem from scratch using modern C++ / Sourav GHOSH / PACKT PUBLISHING (2023)
Titre : Building Low Latency Applications with C++ : Develop a complete low latency trading ecosystem from scratch using modern C++ Type de document : e-book Auteurs : Sourav GHOSH Editeur : PACKT PUBLISHING Année de publication : 2023 ISBN/ISSN/EAN : 9781837639359 Note générale : copyrighted Langues : Anglais (eng) Résumé : Explore techniques to design and implement low latency applications and study the impact of latency reduction Purchase of the print or Kindle book includes a free PDF eBookKey FeaturesUnderstand the impact application performance latencies have on different business use casesDevelop a deep understanding of C++ features for low latency applications through real-world examples and performance dataLearn how to build all the components of a C++ electronic trading system from scratchBook DescriptionC++ is meticulously designed with efficiency, performance, and flexibility as its core objectives. However, real-time low latency applications demand a distinct set of requirements, particularly in terms of performance latencies. With this book, you’ll gain insights into the performance requirements for low latency applications and the C++ features critical to achieving the required performance latencies. You’ll also solidify your understanding of the C++ principles and techniques as you build a low latency system in C++ from scratch. You’ll understand the similarities between such applications, recognize the impact of performance latencies on business, and grasp the reasons behind the extensive efforts invested in minimizing latencies. Using a step-by-step approach, you’ll embark on a low latency app development journey by building an entire electronic trading system, encompassing a matching engine, market data handlers, order gateways, and trading algorithms, all in C++. Additionally, you’ll get to grips with measuring and optimizing the performance of your trading system. By the end of this book, you’ll have a comprehensive understanding of how to design and build low latency applications in C++ from the ground up, while effectively minimizing performance latencies. What you will learnGain insights into the nature of low latency applications across various industriesUnderstand how to design and implement low latency applicationsExplore C++ design paradigms and features for low latency developmentDiscover which C++ features are best avoided in low latency developmentImplement best practices and C++ features for low latencyMeasure performance and improve latencies in the trading systemWho this book is forThis book is for C++ developers who want to gain expertise in low latency applications and effective design and development strategies. C++ software engineers looking to apply their knowledge to low latency trading systems such as HFT will find this book useful to understand which C++ features matter and which ones to avoid. Quantitative researchers in the trading industry eager to delve into the intricacies of low latency implementation will also benefit from this book. Familiarity with Linux and the C++ programming language is a prerequisite for this book. Nombre d'accès : Illimité En ligne : http://library.ez.neoma-bs.fr/login?url=https://www.scholarvox.com/book/88946311 Permalink : https://cataloguelibrary.neoma-bs.fr/index.php?lvl=notice_display&id=579807 Building Modern CLI Applications in Go : Develop next-level CLIs to improve user experience, increase platform usage, and maximize production / Marian MONTAGNINO / PACKT PUBLISHING (2023)
Titre : Building Modern CLI Applications in Go : Develop next-level CLIs to improve user experience, increase platform usage, and maximize production Type de document : e-book Auteurs : Marian MONTAGNINO Editeur : PACKT PUBLISHING Année de publication : 2023 ISBN/ISSN/EAN : 9781804611654 Note générale : copyrighted Langues : Anglais (eng) Résumé : Evolve the humble CLI using Go and unleash the next generation of powerful, flexible, and empathy-driven interfacesPurchase of the print or Kindle book includes a free PDF eBookKey FeaturesDiscover how Go enables the development of elegant and intuitive CLIsExplore a range of CLI development aspects and pick up a vast array of best practicesCreate engaging and user-friendly interfaces and learn how to distribute themBook DescriptionAlthough graphical user interfaces (GUIs) are intuitive and user-friendly, nothing beats a command-line interface (CLI) when it comes to productivity. Many organizations settle for a GUI without searching for alternatives that offer better accessibility and functionality. If this describes your organization, then pick up this book and get them to rethink that decision.Building Modern CLI Applications in Go will help you achieve an interface that rivals a GUI in elegance yet surpasses it in high-performance execution. Through its practical, step-by-step approach, you'll learn everything you need to harness the power and simplicity of the Go language to build CLI applications that revolutionize the way you work.After a primer on CLI standards and Go, you'll be launched into tool design and proper framework use for true development proficiency. The book then moves on to all things CLI, helping you master everything from arguments and flags to errors and API calls. Later, you'll dive into the nuances of empathic development so that you can ensure the best UX possible, before you finish up with build tags, cross-compilation, and container-based distribution.By the end of this UX book, you'll be fully equipped to take the performance and flexibility of your organization's applications to the next level.What you will learnMaster the Go code structure, testing, and other essentialsAdd a colorful dashboard to your CLI using engaging ASCII bannersUse Cobra, Viper, and other frameworks to give your CLI an edgeHandle inputs, API commands, errors, and timeouts like a proTarget builds for specific platforms the right way using build tagsBuild with empathy, using easy bug submission and tracebackContainerize, distribute, and publish your CLIs quickly and easilyWho this book is forThis book is for beginner- and intermediate-level Golang developers who take an interest in developing CLIs and enjoy learning by doing. You'll need an understanding of basic Golang programming concepts, but will require no prior knowledge of CLI design and development. This book helps you join a community of CLI developers and distribute within the popular Homebrew package management tool. Nombre d'accès : Illimité En ligne : http://library.ez.neoma-bs.fr/login?url=https://www.scholarvox.com/book/88940975 Permalink : https://cataloguelibrary.neoma-bs.fr/index.php?lvl=notice_display&id=571543 Building Modern SaaS Applications with C# and .NET : Build, deploy, and maintain professional SaaS applications / Andy WATT / PACKT PUBLISHING (2023)
Titre : Building Modern SaaS Applications with C# and .NET : Build, deploy, and maintain professional SaaS applications Type de document : e-book Auteurs : Andy WATT Editeur : PACKT PUBLISHING Année de publication : 2023 ISBN/ISSN/EAN : 9781804610879 Note générale : copyrighted Langues : Anglais (eng) Résumé : Embark on a tech-tastic adventure and build Software as a Service (SaaS) applications using the Microsoft tech stack Purchase of the print or Kindle book includes a free PDF eBookKey FeaturesUnderstand the core concepts of Software as a Service and their importance in building modern applicationsBuild a wide array of key elements for SaaS applications using practical examplesLearn to test, deploy, upgrade, and maintain a SaaS applicationBook DescriptionThere are several concepts that must be mastered to deliver functional and efficient SaaS applications. This book is perfect for developers and teams with experience in traditional application development looking to switch to SaaS and deliver slick and modern applications. You‘ll start with a general overview of SaaS as a concept and learn with the help of an example throughout the book to bring life to the technical descriptions. You’ll use the Microsoft .NET tech stack for development and C# as the programming language to develop your desired SaaS application. Delivering SaaS requires a deep understanding of all layers in the application stack. As you progress, you’ll learn how to approach the database layer, the API, and the UI to confidently approach application development using the SaaS model. Additionally, you’ll explore how to test, deploy, maintain, and upgrade each component of the application. By the end of this book, you will be well equipped to approach all aspects of delivering software using the SaaS paradigm.What you will learnExplore SaaS and understand its importance in modern application developmentDiscover multi-tenancy and its impact on design decisions for SaaSBuild, test, and deploy a database, API, and UI for a SaaS applicationApproach authentication and authorization like a proScale a SaaS applicationEmploy C# and .NET to build SaaS applicationsWho this book is forIf you are a software developer with an interest in developing apps using the ‘SaaS’ paradigm, or a tech lead, scrum master, or a director and founder - this book will help you understand how to build a SaaS application. If you are a Java developer looking to start fresh with distributed systems, this book is for you. A basic understanding of Java, Spring/Spring Boot, and Web services will help you get the most out of this book. Nombre d'accès : Illimité En ligne : http://library.ez.neoma-bs.fr/login?url=https://www.scholarvox.com/book/88943675 Permalink : https://cataloguelibrary.neoma-bs.fr/index.php?lvl=notice_display&id=577584 Building a Next-Gen SOC with IBM QRadar : Accelerate your security operations and detect cyber threats effectively / Ashish M KOTHEKAR / PACKT PUBLISHING (2023)PermalinkBuilding Statistical Models in Python : Develop useful models for regression, classification, time series, and survival analysis / Huy Hoang NGUYEN / PACKT PUBLISHING (2023)PermalinkBusiness Intelligence Career Master Plan : Launch and advance your BI career with proven techniques and actionable insights / Eduardo CHAVEZ / PACKT PUBLISHING (2023)PermalinkC++ Programming for Linux Systems : Create robust enterprise software for Linux and Unix-based operating systems / Desislav ANDREEV / PACKT PUBLISHING (2023)PermalinkCausal Inference and Discovery in Python : Unlock the secrets of modern causal machine learning with DoWhy, EconML, PyTorch and more / Aleksander MOLAK / PACKT PUBLISHING (2023)PermalinkChromeOS System Administrator's Guide : Implement, manage, and optimize ChromeOS features effectively / Dr. Willie SANDERS / PACKT PUBLISHING (2023)PermalinkCISA – Certified Information Systems Auditor Study Guide. : Achieve CISA certification with practical examples and over 850 exam-oriented practice questions / Hemang DOSHI / PACKT PUBLISHING (2023)PermalinkCloud Auditing Best Practices : Perform Security and IT Audits across AWS, Azure, and GCP by building effective cloud auditing plans / Shinesa CAMBRIC / PACKT PUBLISHING (2023)PermalinkCloud Computing Demystified for Aspiring Professionals : Hone your skills in AWS, Azure, and Google cloud computing and boost your career as a cloud engineer / David SANTANA / PACKT PUBLISHING (2023)PermalinkCombating Crime on the Dark Web : Learn how to access the dark web safely and not fall victim to cybercrime / Nearchos NEARCHOU / PACKT PUBLISHING (2023)Permalink
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