Название: Fun with Machine Learning: Simplify the Data Science process by automating repetitive and complex tasks using AutoML
Автор: Arockia Liborious, Dr. Rik Das
Издательство: BPB Publications
Год: 2023
Страниц: 271
Язык: английский
Формат: pdf, epub (true)
Размер: 10.8 MB

Learn how to use AutoML to leverage Machine Learning for solving business problems. “Fun with Machine Learning” is an essential guide for anyone looking to learn about machine learning and how it can be used to make informed business decisions. The book covers the basics of Machine Learning, providing an overview of key concepts and terminology. To fully understand Machine Learning, it is important to have a basic understanding of statistics and mathematics. The book provides a simple introduction to these topics, making it easy for you to understand the core concepts. One of the key features of the book is its focus on AutoML tools. It introduces you to different AutoML tools and explains how to use them to simplify the data science processes. The book also shows how Machine Learning can be used to solve real-world business problems, such as predicting customer churn, detecting fraud, and optimizing marketing campaigns.

Название: Introduction to Transfer Learning: Algorithms and Practice
Автор: Jindong Wang, Yiqiang Chen
Издательство: Springer
Серия: Machine Learning: Foundations, Methodologies, and Applications
Год: 2023
Страниц: 333
Язык: английский
Формат: pdf (true), epub
Размер: 50.4 MB

Transfer learning is one of the most important technologies in the era of Artificial Intelligence and Deep Learning. It seeks to leverage existing knowledge by transferring it to another, new domain. Over the years, a number of relevant topics have attracted the interest of the research and application community: transfer learning, pre-training and fine-tuning, domain adaptation, domain generalization, and meta-learning. This book offers a comprehensive tutorial on an overview of transfer learning, introducing new researchers in this area to both classic and more recent algorithms. Accompanying the book, detailed code implementations are provided to better illustrate the core ideas of several important algorithms, presenting good examples for practice. Machine Learning is a kind of important learning methodology of Artificial Intelligence, which has gained great proliferation in the past decades. Machine Learning makes it possible to learn knowledge from the data. Transfer learning, as an important branch of Machine Learning, focuses on the process of leveraging the learned knowledge to facilitate the learning of new ability, which increases the effectiveness and efficiency.

Название: Объекты. Стильное ООП
Автор: Маттиас Нобак
Издательство: Питер
Год: 2023
Страниц: 304
Язык: русский
Формат: pdf
Размер: 10.96 MB

Хороший объектно-ориентированный код удобно читать, изменять и исправлять. Универсальные практики проектирования объектов, собранные в этой книге, позволят улучшить ваш стиль кодирования. Эти правила подойдут к любому объектно-ориентированному языку, они делают код максимально понятным и надежным, а также повышают производительность как индивидуальных разработчиков, так и команд. Книга «Объекты. Стильное ООП» познакомит вас с профессиональными техниками написания ОО-кода. Маттиас Нобак раскрывает правила создания объектов, определения методов, изменения и извлечения состояний и многое другое. Все примеры написаны на простом псевдокоде, который легко перевести в любой язык программирования. Кейс за кейсом вы изучите ключевые сценарии и задачи проектирования объектов, а затем шаг за шагом создадите простое веб-приложение, которое покажет, как должны взаимодействовать объекты разных типов.

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.

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 naïve 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.

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.

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.

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.

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.

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.