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Название: Enhancing Surrogate-Based Optimization Through Parallelization
Автор: Frederik Rehbach
Издательство: Springer
Серия: Studies in Computational Intelligence
Год: 2023
Страниц: 123
Язык: английский
Формат: pdf (true)
Размер: 10.2 MB

This book presents a solution to the challenging issue of optimizing expensive-to-evaluate industrial problems such as the hyperparameter tuning of Machine Learning models. The approach combines two well-established concepts, Surrogate-Based Optimization (SBO) and parallelization, to efficiently search for optimal parameter setups with as few function evaluations as possible. Through in-depth analysis, the need for parallel SBO solvers is emphasized, and it is demonstrated that they outperform model-free algorithms in scenarios with a low evaluation budget. The SBO approach helps practitioners save significant amounts of time and resources in hyperparameter tuning as well as other optimization projects. As a highlight, a novel framework for objectively comparing the efficiency of parallel SBO algorithms is introduced, enabling practitioners to evaluate and select the most effective approach for their specific use case.

Название: Algorithmic Intelligence: Towards an Algorithmic Foundation for Artificial Intelligence
Автор: Stefan Edelkamp
Издательство: Springer
Год: 2023
Страниц: 482
Язык: английский
Формат: pdf (true)
Размер: 53.9 MB

In this book the author argues that the basis of what we consider computer intelligence has algorithmic roots, and he presents this with a holistic view, showing examples and explaining approaches that encompass theoretical Computer Science and Machine Learning via engineered algorithmic solutions. Part I of the book introduces the basics. The author starts with a hands-on programming primer for solving combinatorial problems, with an emphasis on recursive solutions. The other chapters in the first part of the book explain shortest paths, sorting, Deep Learning, and Monte Carlo search.

Название: Рекурсивная книга о рекурсии
Автор: Свейгарт Эл
Издательство: Питер
Год: 2023
Формат: pdf
Страниц: 336
Размер: 18,7 Мб
Язык: русский

Книга «Рекурсивная книга о рекурсии» содержит примеры кода на языке Python и jаvascript, которые иллюстрируют основы рекурсии и проясняют фундаментальные принципы всех рекурсивных алгоритмов. Из книги вы узнаете о том, когда стоит использовать рекурсивные функции (и, главное, когда этого не нужно делать), как реализовывать классические рекурсивные алгоритмы, часто обсуждаемые на собеседованиях, а также о том, как рекурсивные методы помогают решать задачи, связанные с обходом дерева, комбинаторикой и другими сложными темами.

Автор: Хенкеманс Д., Ли М.
Название: Программирование на C++
Издательство: СПб: Символ-Плюс
Год: 2002
ISBN: 5932860502
Язык: Русский
Формат: pdf, djvu
Размер: 14 mb
Страниц: 416 с., ил.

Для тех, кто мало знаком с программированием, но ищет хороший учебник по C++, эта книга станет идеальным выбором. Написанная профессиональными разработчиками и отличающаяся легким стилем изложения, она обучает принципам программирования на примерах создания простых игр.

Название: Базовые алгоритмы машинного обучения на языке Python
Автор: Долганов А.Ю., Ронкин М.В., Созыкин А.В.
Издательство: Екатеринбург: Уральский федеральный университет
Год: 2023
Формат: pdf
Страниц: 124
Размер: 11 mb
Язык: Русский

Учебно-методическое пособие посвящено изучению основ анализа данных и реализации базовых алгоритмов машинного обучения на языке Python. Целью данного пособия является формирование у студентов теоретических знаний и практических навыков в области базовых алгоритмов машинного обучения, овладение инструментарием, моделями и методами машинного обучения.

Название: Pro Jakarta EE 10: Open Source Enterprise Java-based Cloud-native Applications Development
Автор: Peter Spath
Издательство: Apress
Год: 2023
Страниц: 484
Язык: английский
Формат: pdf (true), epub
Размер: 10.4 MB

Welcome to your in-depth professional guide to the open source Eclipse Jakarta EE 10 platform. This book will help you build more complex native enterprise Java-based cloud and other applications that can run in corporate and other mission-critical settings. The majority of the key Jakarta EE 10 APIs or features are dissected in this book, including JSF, JSP, JPA, CDI, REST, Microprofiles, WebSockets, and many more. Along the way, various open source Apache, Eclipse, and other projects are integrated and used for more complete workflows and treatment in general. Jakarta EE 10 comes with a significant number of improvements over Java EE 9 technologies and adopts a series of new technologies. This book starts out with a concise development procedure proposal and shows NetBeans as an alternative IDE to Eclipse. It also talks about versioning, software repositories, and continuous integration techniques. The web tier of enterprise application architectures is covered, including state-of-the-art techniques such as web sockets and front end (jаvascript) related frameworks.

Название: A Complete Guide to DevOps with AWS: Deploy, Build, and Scale Services with AWS Tools and Techniques
Автор: Osama Mustafa
Издательство: Apress
Год: 2023
Страниц: 579
Язык: английский
Формат: pdf (true)
Размер: 20.95 MB

Gain a thorough understanding of DevOps concepts and learn to deploy AWS DevOps services in an organization. This book covers AWS DevOps deployment and building applications and services for enhanced performance. A Complete Guide to DevOps with AWS will show you how to use AWS DevOps to launch and scale services using AWS tools. It demonstrates how to handle infrastructure as code such as AWS CodeCommit, AWS CodeBuild, and AWS CodeArtifact, and how to adapt your software with familiar tools such as terraform and cloud formation. This practice also helps in the continuous integration and deployment of pipelines such as AWS CodeDeploy and AWS CodePipeline with different deployment strategies. You will also learn how to find bugs quicker, enhance software quality, reduce your time to market, and how to build, test, and prepare for a release with frequent code changes. You will also see how to scale your applications to provide maximum performance for users with high traffic. The book also covers monitoring and logging applications, giving an overall picture of the ecosystem of product development. It also explains Kubernetes in depth with AWS EKS. It concludes by walking you through how to build projects with AWS DevOps tools and technologies.

Название: Quantitative User Experience Research: Informing Product Decisions by Understanding Users at Scale
Автор: Chris Chapman, Kerry Rodden
Издательство: Apress
Год: 2023
Страниц: 384
Язык: английский
Формат: pdf (true), epub
Размер: 10.9 MB

This book is your definitive guide to the rapidly growing role of Quantitative User Experience (Quant UX) Research in product development. The book provides an overview of the skills you need on the job, presents hands-on projects with reusable code, and shares advice on starting and developing a career. The book goes beyond basic skills to focus on what is unique to Quant UX. The authors are two of the most widely recognized practitioners in Quant UX research, and this book shares insights from their combined decades of experience. Organizations today have more data about user needs and behaviors than ever before. With this large-scale data, Quant UX researchers work to understand usage patterns, measure the impact of design changes, and inform strategic decisions. In the Quant UX role, interdisciplinary researchers apply analytical skills to uncover user needs, inform engineering and design, answer strategic business questions, and optimize software and hardware products for human interaction. This book provides guidance around customer satisfaction surveys, understanding user behavior from log analysis, and the statistical methods that are commonly used to assess user outcomes.

Название: Understanding Crypto Fundamentals: Value Investing in Cryptoassets and Management of Underlying Risks
Автор: Thomas Jeegers
Издательство: Apress
Год: 2023
Страниц: 315
Язык: английский
Формат: pdf (true), epub
Размер: 22.2 MB

Saying that many investors were not convinced by cryptocurrencies in their first decade of existence would be an understatement. Originally, author Thomas Jeegers was one of them. He looked into this new virtual money more than once and, each time, decided not to invest. Like many long-term investors, he was looking for fundamentals. Crypto had none — or so he thought. This book details why his perspective on cryptoassets has shifted – and why yours should, too. Recent developments in this field have turned crypto from a speculative financial innovation to a new asset class, one with a new kind of fundamentals that offer real economic value. One that will change finance and investments. One that may be a trigger defining the fourth industrial revolution, the same way steam, electricity, and the Internet were triggers for the first, second, and third industrial revolutions, respectively.

Название: Become A Ninja With Angular (v16.0.0)
Автор: Ninja Squad
Издательство: Ninja Squad
Год: 2023-05-17
Страниц: 327
Язык: английский
Формат: pdf (true), epub, mobi
Размер: 10.1 MB

Книга "Стань ниндзя с Angular" поможет программистам понять философию Angular на практике (в настоящее время 16.0.3), новые инструменты (такие как ES2015, TypeScript, SystemJS, Webpack, Angular CLI ...) и каждую часть инфраструктуры. К концу чтения данного руководства вы сможете начать свой проект и создавать свои удивительные приложения!