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Название: Explainable Natural Language Processing
Автор: Anders Søgaard
Издательство: Morgan & Claypool
Год: 2021
Страниц: 124
Язык: английский
Формат: pdf (true)
Размер: 10.2 MB

This book presents a taxonomy framework and survey of methods relevant to explaining the decisions and analyzing the inner workings of Natural Language Processing (NLP) models. The book is intended to provide a snapshot of Explainable NLP, though the field continues to rapidly grow. The book is intended to be both readable by first-year M.Sc. students and interesting to an expert audience. The book opens by motivating a focus on providing a consistent taxonomy, pointing out inconsistencies and redundancies in previous taxonomies. It goes on to present (i) a taxonomy or framework for thinking about how approaches to explainable NLP relate to one another; (ii) brief surveys of each of the classes in the taxonomy, with a focus on methods that are relevant for NLP; and (iii) a discussion of the inherent limitations of some classes of methods, as well as how to best evaluate them. Finally, the book closes by providing a list of resources for further research on explainability.

Название: Optimization Models in Software Reliability
Автор: Anu G. Aggarwal, Abhishek Tandon, Hoang Pham
Издательство: Springer
Год: 2022
Формат: PDF
Страниц: 376
Размер: 10 Mb
Язык: English

The book begins with an introduction to software reliability, models and techniques. The book is an informative book covering the strategies needed to assess software failure behaviour and its quality, as well as the application of optimization tools for major managerial decisions related to the software development process. It features a broad range of topics including software reliability assessment and apportionment, optimal allocation and selection decisions and upgradations problems.

Название: Coding Projects in Flutter: A Hands-On, Project-Based Introduction to Mobile App Development
Автор: Edward Thornton
Издательство: ‎Street Genius Publishing
Год: 2021
Страниц: 252
Язык: английский
Формат: epub
Размер: 10.1 MB

You can build your first app in Flutter today―no experience necessary! Flutter is a dream come true for app developers all over the world. With Google's open source tools, you can quickly create stunning cross-platform apps from a single codebase. This versatility allows you to reach the largest potential audience with your work. With thousands of developers using Flutter around the world in a market where billions of apps are downloaded each year, now is the best moment to get ahead of the curve with this great tool. Flutter is a simple, high-performance framework based on Dart language. It provides excellent performance for the simple reason that it renders UI directly on Canvas rather than through the native framework. I find it all really fascinating, and I've tried my best to capture what I feel are the essentials of this vast subject in this book. Since it is impossible to condense all there is to Flutter in one book, I’ve also shared links to websites and resources you can visit for any further information you might need.

Название: Конкурентность и параллелизм на платформе .NET
Автор(ы): Террелл Рикардо
Издательство: Питер
Год: 2019
Страниц: 624
Формат: PDF
Размер: 41 Мб
Язык: русский

Рикардо Террелл научит вас писать идеальный код, с которым любые приложения будут просто летать. Книга содержит примеры на языках C# и F#, описывает паттерны проектирования конкурентных и параллельных программ как в теории, так и на практике.
Вы начнете с теоретических основ параллелизма, после чего перейдете к примерам и проверенным решениям, помогающим создавать и оптимизировать код для современных многопроцессорных систем.
В этой книге автор раскрыл важнейшие конкурентные абстракции, реализацию потоковой обработки событий в реальном времени и наилучшие конкурентные паттерны и практики, применимые на любых платформах.

Название: Concurrent Data Processing in Elixir: Fast, Resilient Applications with OTP, GenState, Flow, and Broadway
Автор: Svilen Gospodinov
Издательство: Pragmatic Programmer
Год: 2021
Формат: PDF
Страниц: 176
Размер: 10 Mb
Язык: English

Learn different ways of writing concurrent code in Elixir and increase your application's performance, without sacrificing scalability or fault-tolerance. Most projects benefit from running background tasks and processing data concurrently, but the world of OTP and various libraries can be challenging. Which Supervisor and what strategy to use? What about GenServer? Maybe you need back-pressure, but is GenStage, Flow, or Broadway a better choice? You will learn everything you need to know to answer these questions, start building highly concurrent applications in no time, and write code that's not only fast, but also resilient to errors and easy to scale.

Название: Quantum Computing: An Applied Approach, 2nd Edition
Автор: Jack D. Hidary
Издательство: Springer
Год: 2021
Формат: PDF
Страниц: 432
Размер: 10 Mb
Язык: English

This book integrates the foundations of quantum computing with a hands-on coding approach to this emerging field; it is the first to bring these elements together in an updated manner. This work is suitable for both academic coursework and corporate technical training.
The second edition includes extensive updates and revisions, both to textual content and to the code. Sections have been added on quantum machine learning, quantum error correction, Dirac notation and more. This new edition benefits from the input of the many faculty, students, corporate engineering teams, and independent readers who have used the first edition.

Название: Проектирование информационных систем. Учебник и практикум
Автор(ы): Чистов Д.В., Мельников П.П., Золотарюк А.В., Ничепорук Н.Б.
Издательство: Юрайт
Год: 2019
Страниц: 259
Формат: PDF
Размер: 101 Мб
Язык: русский

В учебнике рассматриваются теоретические и практические аспекты проектирования информационных систем: жизненный цикл ИС; стандарты, технологии и процессы проектирования; процессная технология RUP; моделирование бизнес-процессов в среде WebSphere Business Modeler; технология проектирования в среде IBM Rational Rose; технология применения MS Project для оценки стоимости проекта; управление требованиями с использованием IBM Requisite Pro. Учебник содержит упражнения и задания для самостоятельной работы.

Название: Data Visualization on the Web with Python and jаvascript: Scrape, Clean & Transform Your Data, 2nd Edition (Early Release)
Автор: Kyran Dale
Издательство: O’Reilly Media, Inc.
Год: 2021-09-29
Страниц:
Язык: английский
Формат: epub
Размер: 10.1 MB

How do you turn raw, unprocessed, or malformed data into dynamic, interactive web visualizations? In this practical book, author Kyran Dale shows data scientists and analysts--as well as Python and jаvascript developers--how to create the ideal toolchain for the job. By providing engaging examples and stressing hard-earned best practices, this guide teaches you how to leverage the power of best-of-breed Python and jаvascript libraries.

Название: Java. Библиотека профессионала. В 2-х томах 11-е издание
Автор: Кей Хорстманн
Издательство: Диалектика
Год: 2019-2020
Формат: PDF
Страниц: 864+864
Размер: 108 Mb
Язык: Русский

Java. Библиотека профессионала. Том 1. Основы.
Java. Библиотека профессионала. Том 2. Расширенные средства программирования.

Название: Fundamentals of Causal Inference: With R
Автор: Babette A. Brumback
Издательство: CRC Press
Год: 2022
Формат: PDF
Страниц: 249
Размер: 10 Mb
Язык: English

One of the primary motivations for clinical trials and observational studies of humans is to infer cause and effect. Disentangling causation from confounding is of utmost importance. Fundamentals of Causal Inference explains and relates different methods of confounding adjustment in terms of potential outcomes and graphical models, including standardization, difference-in-differences estimation, the front-door method, instrumental variables estimation, and propensity score methods. It also covers effect-measure modification, precision variables, mediation analyses, and time-dependent confounding. Several real data examples, simulation studies, and analyses using R motivate the methods throughout.