Название: Hands-On Machine Learning with Scikit-Learn and PyTorch: Concepts, Tools, and Techniques to Build Intelligent Systems (Early Release)
Автор: Aurélien Geron
Издательство: O’Reilly Media, Inc.
Год: 2025-05-15
Страниц: 399
Язык: английский
Формат: epub (true)
Размер: 39.96 MB

The potential of Machine Learning today is extraordinary, yet many aspiring developers and tech professionals find themselves daunted by its complexity. Perhaps you're ready to jump in, but you're unsure where or how to begin. Whether you're looking to enhance your skill set and apply machine learning to real-world projects or are simply curious about how AI systems function, this book is your jumping-off place. In a way that's approachable yet deeply informative, author Aurelien Geron delivers the ultimate introductory guide to Machine Learning and Deep Learning. With a focus on clear explanations and real-world Python examples, the book takes you through cutting-edge tools like Scikit-learn and PyTorch—from basic regression techniques to advanced neural networks like transformers and generative adversarial networks. Whether you're a student, professional, or hobbyist, you'll gain the skills to begin building intelligent systems.

Название: Освічена
Автор: Тара Вестовер / Tara Westover
Изд-во: К.: Артбукс
Год: 2024
К-во стр.: 368
Формат:pdf/epub
Размер: 19,45 Мб
Язык: українська

Тара Вестовер вперше пішла до школи у 17 років. До того вона не лише не здобула освіти, а й була повністю ізольована від цивілізації, зокрема ніколи не отримувала медичної допомоги і навіть не знає точної дати свого народження. Батько дівчини, мормон-фанатик, готував сім’ю до кінця світу, змушував дітей працювати на звалищі старих автомобілів, а лікарів вважав поплічниками диявола, тому будь-які травми, навіть найтяжчі, дозволяв лікувати тільки народними методами. Утім, навіть попри таке дитинство Тара Вестовер змогла вирватися з лабетів своєї родини, здобути вищу освіту, а згодом і докторський ступінь — і написати про це книжку.
«Освічена» розповідає не лише про здобуття академічної освіти, але й про внутрішню трансформацію, звільнення від сімейних обмежень і пошук власного голосу. Це історія про відвагу, злам стереотипів та відкриття нових горизонтів.

Название: Hybrid Imaging and Visualization: Employing Machine Learning with Mathematica - Python, 2nd Edition
Автор: Joseph Awange, Béla Paláncz, Lajos Völgyesi
Издательство: Springer
Год: 2025
Страниц: 471
Язык: английский
Формат: pdf (true)
Размер: 65.4 MB

This second edition of the book that targets those in computer algebra and Artificial Intelligence introduces Black Hole algorithm that is essential for optimizing hyperparameters, an important task in Machine Learning where mostly, stochastic global methods are used as well as ChatGPT, a novel and in the last few years, very popular Generative AI technology. In addition, fisher discriminant, a linear discriminant that can provide an optimal separation of objects, and the conversion of time series into images thereby making it possible to employ convolution neural network to classify time series effectively are presented. Computer vision, a multidisciplinary field that is broadly a subfield of artificial intelligence and Machine Learning has as one of its goals the extraction of useful information from images. A basic problem in computer vision, therefore, is to try to understand, i.e., “see” the structure of the real world from a given set of images through use of specialized methods and general learning algorithms. In this book, we employ Python and Mathematica as well as their blending, since Python code can be run from Mathematica directly.

Название: Как изучают Мировой океан
Автор: Шарков А. М.
Издательство: М.; СПб.: Наука
ISBN : 978-5-02-040292-8
Качество: Отсканированные страницы, OCR, хорошее
Интерактивное оглавление: да
Год: 2023
Формат: PDF/DjVu
Размер: 29,5 Mb
Количество страниц: 215 с.: ил.

В книге на доступном неподготовленному читателю языке в живой, занимательной форме рассказывается об одной из сложнейших специальностей, занимающихся изучением Мирового океана, — о гидрографии.

Название: Safety Assurance under Uncertainties: From Software to Cyber-Physical/Machine Learning Systems
Автор: Ichiro Hasuo, Fuyuki Ishikawa
Издательство: CRC Press
Год: 2025
Страниц: 366
Язык: английский
Формат: True PDF, True EPUB
Размер: 41.0 MB, 17.2 MB

Safety assurance of software systems has never been as imminent a problem as it is today. Practitioners and researchers who work on the problem face a challenge unique to modern software systems: uncertainties. For one, the cyber-physical nature of modern software systems as exemplified by automated driving systems mandates environmental uncertainties to be addressed and the resulting hazards to be mitigated. Besides, the abundance of statistical Machine Learning components massive numerical computing units for statistical reasoning such as deep neural networks make systems hard to explain, understand, analyze or verify. Testing is an “activity in which a system or component is executed under specified conditions, the results are observed or recorded, and an evaluation is made of some aspect of the system or component”. Testing has been one of the key activities for quality assurance in software-intensive systems. The recent advance of Machine Learning (ML) techniques, especially Deep Learning, has led to active investigation towards their industrial applications. Beforehand, ML techniques were target of laboratory research and the primary concern was on the prediction performance.

Название: Digital Image Processing, Analysis and Computer Vision Using Nonlinear Partial Differential Equations
Автор: Tudor Barbu
Издательство: Springer
Серия: Studies in Computational Intelligence
Год: 2025
Страниц: 164
Язык: английский
Формат: pdf (true), epub
Размер: 54.5 MB

This book provides an overview of the applications of partial differential equations (PDEs) to image processing, analysis, and Computer Vision domains, focusing mainly on the most important contributions of the author in these closely related fields. It addresses almost all the PDE-based image processing and analysis areas, and the connections between partial differential equations, Computer Vision, and Artificial Intelligence (AI): PDE-based image filtering, inpainting, compression, segmentation, content-based recognition, indexing and retrieval, and video object detection and tracking, energy-based (variational) and nonlinear diffusion-based models of second and fourth order, nonlinear PDE-based scale-spaces in combination to convolutional neural networks and high-level descriptors to perform edge and feature extraction.

Название: The React UX Architect's Handbook: Design Thinking Strategies for Exceptional Digital Experiences
Автор: Aarav Joshi
Издательство: 101 Books
Год: 2025
Страниц: 2056
Язык: английский
Формат: epub (true)
Размер: 10.1 MB

"The React UX Architect's Handbook: Design Thinking Strategies for Exceptional Digital Experiences" is a comprehensive guide for developers and designers looking to master the intersection of React development and user experience design. This practical handbook bridges the gap between technical implementation and user-centered design principles, offering a structured approach to creating intuitive, accessible, and beautiful React applications. The book covers essential topics from design thinking foundations to advanced React patterns, system architecture, and ethical considerations. It provides actionable strategies for implementing design thinking within agile teams, creating reusable component libraries, and building resilient architectures. The handbook addresses current trends including AI-driven development, sustainable UX design, and progressive enhancement techniques.

Название: Tableau Certified Data Analyst Study Guide: Learn the Core Concepts and Techniques Necessary to Ace the Exam (Final)
Автор: Christopher Gardner
Издательство: O’Reilly Media, Inc.
Год: 2025
Страниц: 424
Язык: английский
Формат: epub
Размер: 12.9 MB

In today's data-driven world, earning the Tableau Certified Data Analyst credential signals your ability to connect, analyze, and communicate insights using one of the industry's leading visualization platforms. This study guide offers practical and comprehensive preparation for the certification exam, with walk-throughs, best practices, vocabulary, and example questions to help you build both confidence and competence in Tableau. Written by Christopher Gardner, business intelligence analyst and lead Tableau developer at the University of Michigan, this guide supports first-time test-takers and seasoned users alike. You'll begin with foundational skills in Tableau Prep Builder and Tableau Desktop—connecting, combining, and preparing data—before progressing to building effective visualizations, performing calculations, and applying advanced tools like level-of-detail expressions, parameters, forecasts, and predictive analytics.

Название: AWS EKS Essentials: A Comprehensive Guide to Setting Up, Securing, and Scaling EKS Clusters
Автор: Ebenezer Paintsil
Издательство: Apress
Год: 2025
Страниц: 630
Язык: английский
Формат: pdf, epub
Размер: 26.3 MB

Master the essential tools of Amazon Elastic Kubernetes Service (EKS) and explore the various architecture options. This book offers a deep dive into setting up, managing, and scaling your Kubernetes clusters on AWS. You’ll start by exploring various architecture options, including private-only, public and hybrid endpoint configuration alternatives. The focus then shifts to security and cluster implementation with Terraform covering the three cluster configuration alternatives, role assignments, node security, and more. The book also dives into pod density providing practical demonstrations of IP address management in EKS and shows you how to customize cluster node groups with launch templates. Complete your journey by reviewing advanced EKS concepts such as auto scaling Karpenter, service mesh, and application networking with VPC Lattice. For software developers, system administrators, and cloud enthusiasts who are looking to master EKS.

Название: Advanced Lambda Practices in Java: Optimizing Code Expression and Computational Efficiency
Автор: Peter Jones
Издательство: NOB TREX L.L.C.
Год: September 24, 2024
Страниц: 313
Язык: английский
Формат: pdf, epub (true)
Размер: 12.0 MB

"Advanced Lambda Practices in Java: Optimizing Code Expression and Computational Efficiency" is an essential resource for Java developers eager to harness the full power of functional programming introduced in Java 8. This comprehensive guide offers an in-depth examination of lambda expressions and the Stream API, providing detailed insights into their functionalities and advanced techniques. Each chapter is meticulously crafted to enhance your programming skills, ensuring your code becomes more expressive and efficient. Whether you are an experienced Java professional or a Computer Science student, this book equips you with the knowledge to effectively apply lambdas and streams in real-world applications. Learn to create concise, flexible, and maintainable code, master essential best practices and design patterns, and boost the performance of your Java projects.