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Название: Continual and Reinforcement Learning for Edge AI: Framework, Foundation, and Algorithm Design
Автор: Hang Wang, Sen Lin, Junshan Zhang
Издательство: Springer
Серия: Synthesis Lectures on Learning, Networks, and Algorithms
Год: 2025
Страниц: 269
Язык: английский
Формат: pdf
Размер: 10.5 MB

This book provides a comprehensive introduction to continual and reinforcement learning for Edge AI, which investigates how to build an AI agent that can continuously solve new learning tasks and enhance the AI at resource-limited edge devices. The authors introduce readers to practical frameworks and in-depth algorithmic foundations. The book surveys the recent advances in the area, coming from both academic researchers and industry professionals. The authors also present their own research findings on continual and Reinforcement Learning for Edge AI. The book also covers the practical applications of the topic and identifies exciting future research opportunities. One of the key driving forces behind AI is the development of Deep Learning and deep neural networks (DNNs) since 2010s, which have achieved astonishing successes in solving ML problems and demonstrated great superiority over classical ML approaches, e.g., decision tree and Baysian networks. Notably, consisting of a series of layers, artificial neural networks (ANNs) can extract the underlying features from data in a hierarchical manner and provide a universal function approximator for ML problems.
Разместил: Ingvar16 21-05-2025, 03:29 | Комментарии: 0 | Подробнее
Название: Optimization Algorithms in Machine Learning: A Meta-heuristics Perspective
Автор: Debashish Das, Ali Safaa Sadiq, Seyedali Mirjalili
Издательство: Springer
Год: 2025
Страниц: 189
Язык: английский
Формат: pdf (true), epub
Размер: 28.9 MB

This book explores the development of several new learning algorithms that utilize recent optimization techniques and meta-heuristics. It addresses well-known models such as particle swarm optimization, genetic algorithm, ant colony optimization, evolutionary strategy, population-based incremental learning, and grey wolf optimizer for training neural networks. Additionally, the book examines the challenges associated with these processes in detail. This volume will serve as a valuable reference for individuals in both academia and industry. Artificial Intelligence which mostly simulates the human intelligence through machine is one of the most trending technologies around the globe that impacts almost every domain these days. Whereas, optimization relates to the process of finding the optimum solution to a particular problem satisfying some given constraints within AI. We decided to write this book to share our understanding of optimization leveraging meta-heuristic algorithms for solving stock market prediction. The first goal of this book is to demonstrate what a meta-heuristic algorithm is and what its applications are. The second goal of this book is to show how to prepare and employ a meta-heuristic algorithm for a given optimization problem: how to create models, how to test them, and how to use them.
Разместил: Ingvar16 21-05-2025, 01:36 | Комментарии: 0 | Подробнее
Название: Node.js Secure Coding: Mitigate and Weaponize Code Injection Vulnerabilities
Автор: Liran Tal
Издательство: nodejs-security.com
Год: 01.05.2024 (Version v1.0)
Страниц: 131
Язык: английский
Формат: pdf (true)
Размер: 16.1 MB

Master the Art of Code Injection in jаvascript by learning. Learn about jаvascript’s insecure code patterns that lead to code injection vulnerabilities in Node.js applications. This book provides a comprehensive guide to code security in server-side jаvascript applications and how to mitigate code injection vulnerabilities by analyzing real-world security vulnerabilities reported as CVE to popular open-source npm packages. This book begins by laying the foundations of application security and continues to unfold the theory and practice behind code injection vulnerabilities. It then takes a hands-on approach to vulnerable code, demonstrating how insecure jаvascript and Node.js APIs lead to code injection security risks. Following vulnerable code reviews with applied security vulnerabilities will teach you how to recognize and avoid insecure code patterns in your Node.js applications.
Разместил: Ingvar16 21-05-2025, 01:04 | Комментарии: 0 | Подробнее
Название: Node.js Secure Coding: Prevention and Exploitation of Path Traversal Vulnerabilities
Автор: Liran Tal
Издательство: nodejs-security.com
Год: 12.09.2023 (Version v1.1)
Страниц: 153
Язык: английский
Формат: pdf (true)
Размер: 13.8 MB

Learn about secure coding practices with Node.js based on real-world CVE vulnerabilities in popular open-source npm packages. This book takes an adventure-based approach to application security learning, where you will be playing a detective who unravels the mysteries of common security vulnerabilities. Through these exercises, you will learn about secure coding practices and how to avoid security pitfalls that software developers and open-source maintainers encounter. Senior software engineers often recite how one of the most critical skills you should have as an engineer is the ability to read code. The more you read, the easier it becomes for you to understand code and the more context you gain. This book focuses on that - reading vulnerable code so we can learn from it. Designed for jаvascript software developers building Node.js applications and security professionals interested in path traversal security vulnerabilities, this book provides a comprehensive understanding of the topic. It also demonstrates its impact and concerns on web application security. Through insecure coding practices found in vulnerable open-source npm packages, this book examines the security aspects affecting jаvascript and Node.js applications.
Разместил: Ingvar16 21-05-2025, 00:26 | Комментарии: 0 | Подробнее
Название: Clojure, The Essential Reference
Автор: Renzo Borgatti
Издательство: Manning Publications
Год: 2025
Страниц: 1548
Язык: английский
Формат: epub
Размер: 10.1 MB

The Clojure standard library is a treasure trove of functions and macros that have been battle-tested over the years to solve the most challenging programming problems. Knowing what's available in the standard library not only liberates programmers from mundane tasks like connecting to data sources, parsing XML, dealing with numbers but also more advanced problems like handling concurrency and parallelism. Having a deep knowledge of the Clojure standard library helps you solve problems quickly and more efficiently. Clojure, The Essential Reference is an extensive reference to the standard library but it doesn't read as a dull list of functions. In addition to providing clear explanations for each topic, this guide is full of real-world examples, links, and background information. The book approaches difficult topics by illustrating them in a readable and pleasant way, using visual structure to emphasize the essential information. The book is designed to be used as a reference, but each function provides an interesting reading on its own, offering insight into functional and general programming. For developers of all skill levels who need a thorough reference to Clojure standard library.
Разместил: Ingvar16 20-05-2025, 18:57 | Комментарии: 0 | Подробнее
Название: Программирование на С. Теория через практику
Автор: Иванов В.Н.
Издательство: Автор
Год: 2024
Страниц: 210
Язык: русский
Формат: pdf
Размер: 19.3 MB

Предлагаемая читателю книга может быть использована в качестве учебного пособия по самостоятельному изучению программирования на языке С. В связи с этим в учебном пособии уделено большое внимание приобретению читателем практических навыков программирования. Уже с самого начала изучения языка читатель имеет возможность повторять программный код учебных примеров, приведенных в пособии. Учебное пособие предназначено для широкого круга читателей и может быть использовано не только для самостоятельного изучения программирования, но также может быть полезно преподавателям при подготовке лекционного материала и при проведении практических занятий по программированию.
Разместил: Ingvar16 20-05-2025, 18:28 | Комментарии: 0 | Подробнее
Название: Machine Learning for Engineers: Introduction to Physics-Informed, Explainable Learning Methods for AI in Engineering Applications
Автор: Marcus J. Neuer
Издательство: Springer
Год: 2025
Страниц: 253
Язык: английский
Формат: pdf (true), epub
Размер: 79.7 MB

Machine Learning and Artificial Intelligence are ubiquitous terms for improving technical processes. However, practical implementation in real-world problems is often difficult and complex. This textbook explains learning methods based on analytical concepts in conjunction with complete programming examples in Python, always referring to real technical application scenarios. It demonstrates the use of physics-informed learning strategies, the incorporation of uncertainty into modeling, and the development of explainable, trustworthy Artificial Intelligence with the help of specialized databases. We will be working with Python throughout this book. All programs will be provided to you as so-called Jupyter Notebooks.
Разместил: Ingvar16 20-05-2025, 18:10 | Комментарии: 0 | Подробнее
Название: Scaling Enterprise Solutions With Large Language Models: Comprehensive End-to-End Generative AI Solutions for Production-Grade Enterprise Solutions
Автор: Arindam Ganguly
Издательство: Apress
Год: 2025
Страниц: 458
Язык: английский
Формат: pdf
Размер: 10.1 MB

Artificial Intelligence (AI) is the bedrock of today's applications, propelling the field towards Artificial General Intelligence (AGI). Despite this advancement, integrating such breakthroughs into large-scale production-grade enterprise applications presents significant challenges. This book addresses these hurdles in the domain of large language models within enterprise solutions. By leveraging Big Data engineering and popular data cataloguing tools, you’ll see how to transform challenges into opportunities, emphasizing data reuse for multiple AI models across diverse domains. You’ll gain insights into large language model behavior by using tools such as LangChain and LLamaIndex to segment vast datasets intelligently. Practical considerations take precedence, guiding you on effective AI Governance and data security, especially in data-sensitive industries like banking.
Разместил: Ingvar16 20-05-2025, 15:31 | Комментарии: 0 | Подробнее
Название: Natural Language Processing and Applications
Автор: Huaping Zhang, Jianyun Shang
Издательство: Springer
Год: 2025
Страниц: 454
Язык: английский
Формат: pdf (true)
Размер: 38.5 MB

This book gives a comprehensive introduction to Natural Language Processing (NLP) and its applications, covering the topics of multimodal data processing, Chinese word segmentation, new word discovery, named entity recognition, keyword analysis, and knowledge graph construction in terms of semantic analysis. The inaugural chapter provides an overview of NLP, and the subsequent chapters delve into the foundations of Artificial Intelligence (AI), covering traditional Deep Learning algorithms and platforms. The book then evolves to showcase the latest advancements in Deep Learning, addressing bottlenecks and unfolding developments from data-oriented, training-oriented, and application-oriented perspectives. Part II of the book navigates the practical applications of intelligent language processing. From web crawlers and multi-format document parsing to speech text recognition, readers gain insights into real-world scenarios. Each chapter provides examples and analyses, empowering readers to bridge theoretical knowledge with hands-on application, unlocking the transformative potential of AI through intelligent language processing.
Разместил: Ingvar16 20-05-2025, 15:08 | Комментарии: 0 | Подробнее
Название: C++ & Python Coding Manual - 22th Edition 2025
Автор: Papercut Limited
Издательство: Papercut Limited
Год: 2025
Страниц: 148
Язык: английский
Формат: pdf
Размер: 62.7 MB

Сделайте совершенными свои навыки программирования, изучив основы Python и C++! Высококачественные справочники и подробные руководства от команды экспертов по изучению Python и его применению в реальных программах. Понимание основ C++ и навыков оптимизации кода. Python и C++ - это самые мощные и универсальные языки программирования. Понимание и овладение ими позволяет нам лучше разбираться в современных технологиях и как они взаимодействуют с нами и нашим окружением.
Разместил: Ingvar16 20-05-2025, 05:13 | Комментарии: 0 | Подробнее
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