Название: Interpreting Machine Learning Models With SHAP : A Guide With Python Examples And Theory On Shapley Values
Автор: Christoph Molnar
Издательство: Leanpub
Год: 2023-08-01
Страниц: 216
Язык: английский
Формат: pdf (true), epub + extras
Размер: 18.4 MB

Master Machine Learning interpretability with this comprehensive guide to SHAP – your tool to communicating model insights and building trust in all your Machine Learning applications. Machine Learning is transforming fields from healthcare diagnostics to climate change predictions through their predictive performance. However, these complex Machine Learning models often lack interpretability, which is becoming more essential than ever for debugging, fostering trust, and communicating model insights. Introducing SHAP, the Swiss army knife of Machine Learning interpretability. This book is for data scientists, statisticians, machine learners, and anyone who wants to learn how to make machine learning models more interpretable. Ideally, you are already familiar with Machine Learning to get the most out of this book. And you should know your way around Python to follow the code examples.

Название: Шаблоны тестирования xUnit: рефакторинг кода тестов
Автор: Месарош Д.
Издательство: М.: Вильямс
Год: 2009
Cтраниц: 832
Формат: pdf
Размер: 12 мб
Язык: русский

В данной книге показано, как применять принципы разработки программного обеспечения, в частности шаблоны проектирования, инкапсуляцию, исключение повторений и описательные имена, к написанию кода тестов. В части I рассматриваются теоретические основы методов разработки тестов и описываются концепции шаблонов и ‘‘запахов’’ тестов (признаков существующей проблемы).

Название: Learning GitHub Actions: Automation and Integration of CI/CD with GitHub (Final)
Автор: Brent Laster
Издательство: O’Reilly Media, Inc.
Год: 2023
Страниц: 411
Язык: английский
Формат: epub (true)
Размер: 22.4 MB

Automate your software development processes with GitHub Actions, the continuous integration and continuous delivery platform that integrates seamlessly with GitHub. With this practical book, open source author, trainer, and DevOps director Brent Laster explains everything you need to know about using and getting value from GitHub Actions. You'll learn what actions and workflows are and how they can be used, created, and incorporated into your processes to simplify, standardize, and automate your work in GitHub. This book explains the platform, components, use cases, implementation, and integration points of actions, so you can leverage them to provide the functionality and features needed in today's complex pipelines and software development processes. You'll learn how to design and implement automated workflows that respond to common events like pushes, pull requests, and review updates. You'll understand how to use the components of the GitHub Actions platform to gain maximum automation and benefit.

Название: Practical Next.js for E-Commerce: Create E-Commerce Sites with the Next.js Framework
Автор: Alex Libby
Издательство: Apress
Год: 2023
Страниц: 357
Язык: английский
Формат: pdf
Размер: 10.1 MB

Leverage the power of Next.js to quickly produce efficient e-commerce sites. This project-oriented book will simplify the process of setting up a starter e-commerce site using Next.js from start to finish, creating a usable e-commerce offer with little more than a text editor or free software. It will equip you with a starting toolset you can use to develop future projects, incorporate into your existing workflow, and help you to take your websites to the next level, reducing reliance on tools that are bloated, prone to being hacked, and not the most efficient. Practical Next.js for E-Commerce is an excellent resource for getting started creating and manipulating e-commerce sites using a static site generator approach. It takes the view that you don’t have to create something complex and unwieldy; you can build something quickly, then extend it using the power of the API or plugins over time, without sacrificing speed or features. For web developers and designers who are interested in learning how to implement the Next.js framework in an e-commerce capacity.

Название: Applied Cryptography for Researchers and Practitioners
Автор: Prashant Pranav, Sandip Dutta, Soubhik Chakraborty
Издательство: Nova Science Publishers
Серия: Computer Science, Technology and Applications
Год: 2023
Страниц: 128
Язык: английский
Формат: pdf (true)
Размер: 13.9 MB

The book will introduce readers to the broader concept of cryptography and its allied areas. Introduction to various cryptographic protocols such as symmetric and asymmetric encryption algorithms are provided in this book. New techniques such as blockchain and lightweight cryptography are also discussed in this book. The book additionally focuses on the musical cryptography concept and many new algorithms to secure communication are shown to be achieved using Indian music. Integer factorization is also discussed in this book with a plausible algorithm to break it in polynomial time. The book should be found useful to advanced undergraduate and post-graduate students, researchers and practitioners of Computing Science. Cryptography is the art of writing something secretly. Cryptographic algorithms are the basis of carefree transactions over the internet today. Confidential information of a government or private agency or department is secured by cryptography. From doing secure communication to transferring information of national importance, cryptographic algorithms play the sole role in confidentiality. Cryptography is basically a mathematical model used for hiding confidential information. With the advancement in internet technologies and reliance of everyone on the use of internet in day-to-day life, it has become of utmost importance to hide the confidential information shared over the internet in a form that cannot be read by an intruder.

Название: Hacker's Manual - 15th Edition, 2023
Автор: Jon White (Editor)
Издательство: Future Publishing
Год: 2023
Страниц: 142
Язык: английский
Формат: pdf
Размер: 152.4 MB

Добро пожаловать в 2023 выпуск "Руководства хакера"! Вы держите в руках 148 страниц учебников по взлому Linux, руководств и статей от экспертов журнала Linux Format - дома программного обеспечения с открытым исходным кодом. Более 80 уроков по взлому, в которые можно погрузиться с головой! Работа в сети - погрузитесь в протоколы, постройте сеть и проанализируйте трафик. Сисадмин - используйте возможности Docker и научитесь экономящим время приемам работы в терминале. Хакерство - получите полноценную ОС Linux на свой телефон и взломайте свой дистрибутив для повышения скорости работы. Конфиденциальность - дайте человеку отмашку и защитите свою конфиденциальность с нашей помощью.

Название: Representation Learning for Natural Language Processing, Second Edition
Автор: Zhiyuan Liu, Yankai Lin, Maosong Sun
Издательство: Springer
Год: 2023
Страниц: 535
Язык: английский
Формат: pdf (true)
Размер: 14.7 MB

This book provides an overview of the recent advances in representation learning theory, algorithms, and applications for natural language processing (NLP), ranging from word embeddings to pre-trained language models. It is divided into four parts. Part I presents the representation learning techniques for multiple language entries, including words, sentences and documents, as well as pre-training techniques. Part II then introduces the related representation techniques to NLP, including graphs, cross-modal entries, and robustness. Part III then introduces the representation techniques for the knowledge that are closely related to NLP, including entity-based world knowledge, sememe-based linguistic knowledge, legal domain knowledge and biomedical domain knowledge. Lastly, Part IV discusses the remaining challenges and future research directions. This book is designed for advanced undergraduate and graduate students, post-doctoral fellows, researchers, lecturers, industrial engineers, and anyone interested in representation learning, NLP, knowledge engineering, and AI. This is not a textbook, and we don’t introduce basic knowledge. We expect the readers to have prior knowledge of Probability, Linear Algebra, and Machine Learning.

Название: Reinforcement Learning Explained - A Step-by-Step Guide to Reward-Driven AI
Автор: Luka Nikolic
Издательство: Leanpub
Год: 2023-08-08
Язык: английский
Формат: pdf (true)
Размер: 10.2 MB

Discover the thrilling world of Reinforcement Learning (RL) in our engaging eBook! Learn the fundamentals of RL, from AI agents and environments to rewards and actions. Explore real-world applications like robotics, healthcare, and personalized recommendations, where RL is transforming industries. Reinforcement Learning is a type of Machine Learning where a computer program (the agent) learns to make better decisions by trying different actions and getting rewards for good choices. Stay ahead with the latest trends and cutting-edge research in RL. Collaborate with like-minded enthusiasts and contribute to the dynamic field of RL, driving advancements that shape the future of AI. Whether you're a beginner or AI enthusiast, this eBook will fuel your passion for RL and its limitless possibilities.

Название: Data Engineering and Data Science: Concepts and Applications
Автор: Kukatlapalli Pradeep Kumar, Aynur Unal, Vinay Jha Pillai, Hari Murthy, M. Niranjanamurthy
Издательство: Wiley-Scrivener
Год: 2023
Страниц: 467
Язык: английский
Формат: pdf (true)
Размер: 110.1 MB

The field of Data Science is incredibly broad, encompassing everything from cleaning data to deploying predictive models. However, it is rare for any single data scientist to be working across the spectrum day to day. Data scientists usually focus on a few areas and are complemented by a team of other scientists and analysts. Data engineering is also a broad field, but any individual data engineer doesn’t need to know the whole spectrum of skills. Data engineering is the aspect of Data Science that focuses on practical applications of data collection and analysis. For all the work that data scientists do to answer questions using large sets of information, there have to be mechanisms for collecting and validating that information. Basically, R programming language has been used, along with some Python libraries to perform exploratory data analysis on the datasets which have been used. Different packages or libraries which are available in R and Python have been explored. Data pre-processing has been performed using Python libraries.

Название: jаvascript On-Demand Dictionary (jаvascript beginners guide - Best jаvascript basics): A to Z
Автор: Programmers Suite
Издательство: Programmers Suite
Год: 2023
Страниц: 199
Язык: английский
Формат: pdf
Размер: 37.5 MB

jаvascript On Demand Dictionary is the ultimate reference guide that unlocks the complex world of jаvascript programming. Designed for beginners and intermediate developers, this book provides a comprehensive collection of glossary words, commonly used terminologies, and essential concepts in jаvascript, presented in an accessible and easy-to-understand format. Covering a wide range of topics, jаvascript On Demand Dictionary takes readers on a journey through the fundamental building blocks of the language, ensuring a solid foundation for further exploration. Each glossary word is meticulously explained, dissected, and accompanied by practical examples, enabling readers to grasp the nuances of jаvascript terminology and usage. jаvascript On Demand Dictionary is not just another technical book; it's your trusted companion that unlocks the secrets of jаvascript's vocabulary. Whether you're building interactive websites, developing web applications, or exploring the vast jаvascript ecosystem, this book will be your go-to resource for conquering the language's complexities and expanding your programming skills.