Название: Statistics with Rust: 50+ Statistical Techniques Put into Action
Автор: Keiko Nakamura
Издательство: GitforGits
Год: 2023
Страниц: 346
Язык: английский
Формат: pdf, epub, mobi
Размер: 10.1 MB

Are you an experienced statistician or data professional looking for a powerful, efficient, and versatile programming language to turbocharge your data analysis and Machine Learning projects? Look no further! "Statistics with Rust" is your comprehensive resource to unlock Rust's true potential in modern statistical methods. This book is tailored specifically for statisticians and data professionals who are already familiar with the fundamentals of statistics and want to leverage the speed and reliability of Rust in their projects. Over 11 in-depth chapters, you will discover how Rust outperforms Python in various aspects of data analysis and Machine Learning and learn to implement popular statistical methods using Rust's unique features and libraries. "Statistics with Rust" begins by introducing you to Rust's programming environment and essential libraries for data professionals. You'll then dive into data handling, preprocessing, and visualization techniques that form the backbone of any statistical analysis.

Название: C++ Networking 101: Unlocking Sockets, Protocols, VPNs, and Asynchronous I/O with 75+ sample programs
Автор: Anais Sutherland
Издательство: GitforGits
Год: 2023
Страниц: 364
Язык: английский
Формат: pdf, epub, mobi
Размер: 10.2 MB

This book is an invaluable resource for aspiring network administrators aiming to deepen their understanding of networking concepts while strengthening their C++ programming skills. Across eleven chapters, this book bridges the gap between network administration and programming, providing readers a holistic approach to mastering network operations. Readers begin with a deep-dive into network fundamentals such as TCP/IP model, sockets, and protocols. They then progress to practical programming, employing C++ to establish TCP/UDP client-server connections, handle network errors, and deal with application layer protocols such as HTTP/HTTPS, FTP, SMTP, IMAP, and DNS. The book then guides readers through Virtual Private Networks (VPNs), detailing their importance, functioning, and distinct types of VPNs. It explores wireless networking and asynchronous programming, providing clear illustrations of WiFi, Bluetooth, and Zigbee setup using C++. It covers critical wireless standards and security protocols. For a comprehensive understanding, the book illustrates network configuration management using C++ to automate crucial network operations tasks, thus highlighting the power of programming in network management.

Название: Bayesian Optimization in Action (MEAP v12)
Автор: Quan Nguyen
Издательство: Manning Publications
Год: 2023
Страниц: 593
Язык: английский
Формат: pdf, epub
Размер: 37.2 MB

Apply advanced techniques for optimizing Machine Learning processes. Bayesian optimization helps pinpoint the best configuration for your Machine Learning models with speed and accuracy. Bayesian Optimization in Action shows you how to optimize hyperparameter tuning, A/B testing, and other aspects of the machine learning process by applying cutting-edge Bayesian techniques. Using clear language, illustrations, and concrete examples, this book proves that Bayesian optimization doesn’t have to be difficult! You’ll get in-depth insights into how Bayesian optimization works and learn how to implement it with cutting edge Python libraries. The book’s easy-to-reuse code samples let you hit the ground running by plugging them straight into your own projects.

Название: TensorFlow для глубокого обучения
Автор: Рамсундар Бхарат, Заде Р.Б.
Издательство: БХВ-Петербург
Год: 2019
Cтраниц: 250
Формат: djvu
Размер: 22 мб
Язык: русский

Книга знакомит с основами программной библиотеки TensorFlow и принципами глубокого обучения, начиная с нулевого уровня. В книге рассмотрены базовые вычисления в библиотеке TensorFlow, простые обучающиеся системы и их построение, полносвязные глубокие сети, прототипы и превращение прототипов в высококачественные модели, сверхточные нейронные сети и обработка изображений, рекуррентные нейронные сети и наборы естественно-языковых данных, способы обучения с максимизацией подкрепления на примере известных игр, приемы тренинга глубоких сетей с помощью графических и тензорных процессоров.

Название: F# in Action (MEAP v7)
Автор: Isaac Abraham
Издательство: Manning Publications
Год: 2023
Страниц: 371
Язык: английский
Формат: pdf, epub
Размер: 12.7 MB

F# is designed to make functional programming practical and accessible, especially for developers working on the .NET platform. F# in Action teaches you the practical F# development skills you need to create professional applications. It’s based on author and Microsoft F# MVP Isaac Abraham’s years of experience working with developers as an F# consultant. You’ll upgrade your .NET development skills with the core principles of functional programming, and discover how F#’s functional-first approach makes it easy to learn this powerful paradigm. F# is a general-purpose programming language that’s designed to build systems that are robust, succinct and performant across Windows, Mac and Linux. It has a lightweight syntax, yet a powerful type-system and compiler. This makes it a compelling choice for writing applications, as it enables developers to rapidly model real-world systems in a way that does what they intend. It’s also an opinionated language with a set of characteristics that it is optimized towards.

Название: Kubernetes Best Practices: Blueprints for Building Successful Applications on Kubernetes, 2nd Edition (Third Early Release)
Автор: Brendan Burns, Eddie Villalba, Dave Strebel, Lachlan Evenson
Издательство: O’Reilly Media, Inc.
Год: 2023-07-07
Страниц: 287
Язык: английский
Формат: epub (true), mobi, pdf
Размер: 11.1 MB

In this practical guide, four Kubernetes professionals with deep experience in distributed systems, enterprise application development, and open source will guide you through the process of building applications with this container orchestration system. They distill decades of experience from companies that are successfully running Kubernetes in production and provide concrete code examples to back the methods presented in this book. Revised to cover all the latest Kubernetes features, new tooling, and deprecations, this book is ideal for those who are familiar with basic Kubernetes concepts but want to get up to speed on the latest best practices. You'll learn exactly what you need to know to build your best app with Kubernetes the first time.

Название: The Tao of Microservices, Second Edition (MEAP v3)
Автор: Richard Rodger
Издательство: Manning Publications
Год: 2023
Страниц: 160
Язык: английский
Формат: pdf, epub, mobi
Размер: 10.2 MB

Adopting microservices means changing the way you think about the whole development process—from requirements to rollout. This book will show you the happy path. The Tao of Microservices was an instant classic, guiding thousands of developers at a time when microservices designs were still a bold new idea. This updated second edition is revised for a world where microservices are the de facto standard for enterprise development. This insightful guide helps engineers, architects, and technical leaders understand the principles of microservices that can be used with any project or stack. As you read, you’ll discover experience-based wisdom for making sensible tradeoffs and avoiding common pitfalls. Practically any application can be designed as a system of independent components, each of which handles a single responsibility. Individual microservices are easy for small teams without extensive knowledge of the entire system design to build and maintain. With microservices, your software is more resilient to bugs, better prepared for innovative new features, and allows more choice in tooling.

Название: The Shape of dаta: Geometry-Based Machine Learning and Data Analysis in R
Автор: Colleen M. Farrelly, Yae Ulrich Gaba
Издательство: No Starch Press
Год: 2023
Страниц: 264
Язык: английский
Формат: epub (true), mobi
Размер: 11.8 MB

Whether you’re a mathematician, seasoned data scientist, or marketing professional, you’ll find The Shape of Data to be the perfect introduction to the critical interplay between the geometry of data structures and Machine Learning. This book’s extensive collection of case studies (drawn from medicine, education, sociology, linguistics, and more) and gentle explanations of the math behind dozens of algorithms provide a comprehensive yet accessible look at how geometry shapes the algorithms that drive data analysis. Throughout the book’s mathematical data analytics tour, we encounter the origin of data analysis on structured data and the many seemingly unstructured data scenarios that can be turned into structured data, which enables standard machine learning algorithms to perform predictive and prescriptive analytical insights. As we ride through the valleys and peaks of our data, we learn to collect features along the way that become key inputs into other data layers, forming geometrical interpretations of varying unstructured data sources including network data, images, and text-based data. In addition, Farrelly and Gaba are masterful in detailing the foundational and advanced concepts supported by the well-defined examples in both R and Python, available for download from their book’s web page.

Название: Data Storytelling with Python Altair and Generative AI (MEAP v1)
Автор: Angelica Lo Duca
Издательство: Manning Publications
Год: 2023
Страниц: 129
Язык: английский
Формат: pdf, epub
Размер: 10.2 MB

Great data presentations tell a story. Learn how to organize, visualize, and present data using Python, generative AI, and the cutting-edge Altair data analysis toolkit. After you’ve crunched, sliced, and organized your data behind the scenes, you need to present it in a way that tells a story. With Python’s Altair library and generative AI tools like Copilot and ChatGPT, it’s never been easier to create intuitive data presentations. Data Storytelling with Python Altair and Generative AI is the fast track to data presentations that inspire your audience and move them to action. Throughout the book, you’ll be guided by the principles of the DIKW (Data, Information, Knowledge, Wisdom) pyramid: a methodology that is the backbone of leading data management systems. Each chapter takes you hands-on with a new interesting data story, from tourist arrivals in Portugal to population growth in the USA. At every stage, you’ll see how tools like Copilot, ChatGPT, and DALL-E rapidly increase your productivity and streamline the visualization process.

Название: Functional Programming in Scala, 2nd Edition (Final Release)
Автор: Michael Pilquist, Runar Bjarnason, Paul Chiusano
Издательство: Manning Publications
Год: 2023
Страниц: 488
Язык: английский
Формат: epub (true), mobi, pdf
Размер: 10.2 MB

This international bestseller has been revised with new exercises, annotations, and full coverage of Scala 3. Functional Programming in Scala has helped over 30,000 developers discover the power of functional programming. You’ll soon see why reviewers have called it “mindblowing”! The book smooths the complexity curve of functional programming, making it simple to understand the basics and intuitive to progress to more advanced topics. Concrete examples and exercises show you FP in the real world and reveal how it can improve your everyday coding practices. This second edition comes packed with the latest standards of FP, as well as full code updates to Scala 3, and its new language features. Functional code is easy to test, reuse, and parallelize, and it’s practically immune to whole categories of state-related bugs. With its strong functional features, familiar syntax, and seamless interoperability with Java, there’s no better place to start learning functional programming than the flexible Scala language.