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 Название: Explainable AI for Practitioners: Designing and Implementing Explainable ML Solutions
Автор: Michael Munn, David Pitman
Издательство: O’Reilly Media, Inc.
Год: 2023
Страниц: 279
Язык: английский
Формат: True PDF, True EPUB/Retail Copy
Размер: 39.0 MB
Most intermediate-level machine learning books focus on how to optimize models by increasing accuracy or decreasing prediction error. But this approach often overlooks the importance of understanding why and how your ML model makes the predictions that it does. Explainability methods provide an essential toolkit for better understanding model behavior, and this practical guide brings together best-in-class techniques for model explainability. Experienced Machine Learning engineers and data scientists will learn hands-on how these techniques work so that you'll be able to apply these tools more easily in your daily workflow. When developing Machine Learning (ML) models, I am sure all of you have asked the questions: Oh, how did it get that right? or That’s weird, why would it predict that? As software engineers, our first instinct is to trace through the code to find the answers. Unfortunately, this does not get us very far with ML models because their “code” is automatically generated, not human-readable, and may span a vast number (sometimes billions!) of parameters. One needs a special set of tools to understand ML models. Explainable AI (XAI) is a field of Machine Learning focused on developing and analyzing such tools. | |
Разместил: Ingvar16 1-04-2023, 11:35 | Комментарии: 0 | Подробнее
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 Название: Advanced Data Structures and Algorithms: Learn how to enhance data processing with more complex and advanced data structures
Автор: Abirami A., Priya R.L.
Издательство: BPB Publications
Год: 2023
Страниц: 214
Язык: английский
Формат: pdf, epub (true)
Размер: 10.2 MB
Solve complex problems by performing analysis of algorithms or selecting suitable techniques for optimal performance. “Advanced Data Structures and Algorithms” is an important subject area in Computer Science that covers more complex and advanced topics related to data structures and algorithms. This book will teach you how to analyze algorithms to handle the difficulties of sophisticated programming. It will then help you understand how advanced data structures are used to store and manage data efficiently. Moving on, it will help you explore and work with Divide and Conquer techniques, Dynamic programming, and Greedy algorithms. Lastly, the book will focus on various String Matching Algorithms such as naive string matching algorithms, Knuth–Morris–Pratt (KMP) Algorithm, and Rabin-Karp Algorithm. This book covers a collection of complex algorithms and helps to face the challenges in algorithmic analysis. Analysis of algorithms and handling sophisticated data structures focus on the fundamentals of the computer programming field. | |
Разместил: Ingvar16 1-04-2023, 09:51 | Комментарии: 0 | Подробнее
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 Название: Jetpack Compose by Tutorials (2nd Edition)
Автор: Prateek Prasad, Denis Buketa
Издательство: Kodeco Inc.
Год: 2023
Страниц: 441
Язык: английский
Формат: pdf (true)
Размер: 50.5 MB
Learn how to build beautiful, performant and declarative user interfaces using the latest tool in the Android UI toolkit - Jetpack Compose. In this book, you’ll learn how to build a powerful app using Jetpack Compose, how to style your apps using Material Design, special animations and state transitions, how to use modifiers and much more! This book will serve you as a central point that holds all the information you need to dive deep into Jetpack Compose, then apply it to your personal and production level projects. You’ll focus on learning Jetpack Compose not only through theory, but also through real-world project examples. After reading this book, you’ll become a true expert on the topic and you’ll learn how to switch your mindset and start to think in Jetpack Compose and declarative programming. If you’ve been an Android developer the past couple of years, you probably thought that the UI toolkit you use every day is not that easy to grasp. | |
Разместил: Ingvar16 31-03-2023, 13:38 | Комментарии: 0 | Подробнее
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 Название: Особенности объектно-ориентированного программирования на C++/CLI, C# и Java
Автор: Медведев В.И.
Издательство: Казань: РИЦ «Школа»
Год: 2010 - 2-е изд., испр. и доп.
Cтраниц: 444
Формат: pdf
Размер: 12 мб
Язык: русский
Излагаются основные понятия и методика разработки объектно-ориентированных программ на языках C++/CLI, C# и Java (J#). Изложение сопровождается многочисленными примерами законченных программ. Программы поясняются диаграммами языка UML. Особое внимание акцентировано на наиболее сложных для понимания делегатах, событиях, уведомлениях, потоках и их синхронизации. Параллельное изложение схожих основных языковых конструкций позволит лучше выявить не только близость и различие языков C++/CLI, C# и Java, но и лучше понять особенности этих языков. | |
Разместил: rivasss 31-03-2023, 10:13 | Комментарии: 0 | Подробнее
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 Название: Security Chaos Engineering: Sustaining Resilience in Software and Systems (Final)
Автор: Kelly Shortridge, Aaron Rinehart
Издательство: O’Reilly Media, Inc.
Год: 2023
Страниц: 555
Язык: английский
Формат: epub (true), mobi
Размер: 11.5 MB
Cybersecurity is broken. Year after year, attackers remain unchallenged and undeterred, while engineering teams feel pressure to design, build, and operate "secure" systems. Attacks can't be prevented, mental models of systems are incomplete, and our digital world constantly evolves. How can we verify that our systems behave the way we expect? What can we do to improve our systems' resilience? In this comprehensive guide, authors Kelly Shortridge and Aaron Rinehart help you navigate the challenges of sustaining resilience in complex software systems by using the principles and practices of security chaos engineering. By preparing for adverse events, you can ensure they don't disrupt your ability to innovate, move quickly, and achieve your engineering and business goals. This book is an attack on current cybersecurity strategy and execution. To evoke author and activist Jane Jacobs, this attack is on the principles and aims that have shaped traditional cybersecurity strategy and execution, not quibbles about specific methods or design patterns. We call this transformation “Security Chaos Engineering,” the subject of this tome. | |
Разместил: Ingvar16 31-03-2023, 03:00 | Комментарии: 0 | Подробнее
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 Название: MATLAB Mathematics (R2023a)
Автор: MathWorks
Издательство: The MathWorks, Inc.
Год: March 2023
Страниц: 768
Язык: английский
Формат: pdf (true)
Размер: 10.1 MB
Линейная алгебра, дифференцирование и интегралы, преобразования Фурье и другая математика. Математические функции предоставляют ряд методов численных вычислений для анализа данных, разработки алгоритмов и создания моделей. Основные функции используют оптимизированные для процессоров библиотеки для быстрых векторных и матричных вычислений. Самая базовая структура данных MATLAB - это матрица. Матрица - это двумерный прямоугольный массив данных, состоящий из элементов, расположенных в строках и столбцах. Элементами могут быть числа, логические значения (true или false), даты и время, строки или другие типы данных MATLAB. Даже одно число хранится в виде матрицы. | |
Разместил: Ingvar16 31-03-2023, 02:44 | Комментарии: 0 | Подробнее
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 Название: ChatGPT for Content Writers
Автор: Hirusha Moragoda
Издательство: Moragoda ebooks
Год: 2023
Страниц: 147
Язык: английский
Формат: pdf, epub, mobi
Размер: 10.15 MB
Are you tired of spending hours staring at a blank screen, struggling to come up with fresh ideas for your content? Looking to take your writing to the next level? Introducing "ChatGPT for Content Writers. With ChatGPT, you can say goodbye to writer's block, endless revisions, and wasted time. In this comprehensive guide, you'll learn everything you need to know about ChatGPT, including how to get started, the benefits of using AI, and how ChatGPT generates content. From blog posts to product descriptions and social media content, you'll discover how ChatGPT can help you create high-quality content in less time. ChatGPT is an AI-powered writing tool that uses advanced Natural Language Processing (NLP) algorithms to generate high-quality written content. It is based on the GPT (Generative Pre-trained Transformer) model, which is a state-of-the-art Machine Learning algorithm developed by OpenAI. | |
Разместил: Ingvar16 31-03-2023, 02:27 | Комментарии: 0 | Подробнее
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 Название: AI for Finance
Автор: Edward P.K. Tsang
Издательство: CRC Press
Серия: AI for Everything
Год: 2023
Страниц: 126
Язык: английский
Формат: pdf (true)
Размер: 10.2 MB
Finance students and practitioners may ask: can machines learn everything? Could Artifcial Intelligence (AI) help me? Computing students or practitioners may ask: which of my skills could contribute to finance? Where in finance should I pay attention? This book aims to answer these questions. No prior knowledge is expected in AI or finance. Including original research, the book explains the impact of ignoring computation in classical economics; examines the relationship between computing and finance and points out potential misunderstandings between economists and computer scientists; and introduces Directional Change and explains how this can be used. This book aims to explain (1) from the business point of view, where fnance could beneft from AI and (2) from the technology point of view, where AI could contribute to finance. | |
Разместил: Ingvar16 31-03-2023, 01:43 | Комментарии: 0 | Подробнее
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 Название: Quantum Computing: A Shift from Bits to Qubits
Автор: Rajiv Pandey, Nidhi Srivastava, Neeraj Kumar Singh
Издательство: Springer
Серия: Studies in Computational Intelligence
Год: 2023
Страниц: 487
Язык: английский
Формат: pdf (true)
Размер: 10.2 MB
The edited book is a consolidated handbook on quantum computing that covers quantum basic science and mathematics to advanced concepts and applications of quantum computing and quantum Machine Learning applied to diverse domains. The book includes dedicated chapters on introduction to quantum computing, its practical applications, the working behind quantum systems, quantum algorithms, quantum communications, and quantum cryptography. Each challenge that can be addressed with quantum technologies is further discussed from theoretical and practical perspectives. The book is divided into five parts: Part I: Scientific Theory for Quantum, Part II: Quantum Computing: Building Concepts, Part III: Quantum Algorithms - Theory & Applications, Part IV: Quantum Simulation Tools & Demonstrations, and Part V: Future Direction and Applications. Quantum computers work on quantum bits known as Qubit. Qubits are the backbone behind the working of the quantum computer. For every Qubit, two possible values allow performing most calculations simultaneously. A Qubit can be anything that exhibits quantum behavior. Quantum computers, with the use of superposition and entanglement, can store a vast amount of information which is not possible now. This superposition of Qubit being 0 or 1 is a powerful feature that can be exploited in many valuable ways. | |
Разместил: Ingvar16 31-03-2023, 01:21 | Комментарии: 0 | Подробнее
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 Название: Introducing .NET MAUI: Build and Deploy Cross-platform Applications Using C# and .NET Multi-platform App UI
Автор: Shaun Lawrence
Издательство: Apress
Год: 2023
Страниц: 450
Язык: английский
Формат: pdf, epub + Code
Размер: 10.3 MB
Interested in giving Microsoft’s new Multi-platform App UI (MAUI) a try? This book provides developers with a comprehensive set of tools and hands-on coding to build their own cross-platform applications. The book is a comprehensive end-to-end guide on creating, building, and distributing .NET MAUI applications. As you walk through each new concept, .NET MAUI expert and Microsoft MVP Shaun Lawrence will show the concept's value and uses, and then have you apply it in a build-along application. You will work with this build-along application right up until you are ready to ship it to the relevant stores (e.g., App Store, etc.). The underlying theme through the book is to explain a key concept, show how to implement it directly in order to reinforce your understanding, and then show potential simplifications (e.g., alternative libraries) that can help you reduce the complexities of an applications code base. | |
Разместил: Ingvar16 30-03-2023, 19:01 | Комментарии: 0 | Подробнее
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