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 Название: A Concise Introduction to Machine Learning, 2nd Edition
Автор: A.C. Faul
Издательство: CRC Press
Серия: Chapman & Hall/CRC Machine Learning & Pattern Recognition
Год: 2025
Страниц: 242
Язык: английский
Формат: epub (true)
Размер: 10.1 MB
A Concise Introduction to Machine Learning uses mathematics as the common language to explain a variety of Machine Learning concepts from basic principles and illustrates every concept using examples in both Python and MATLAB, which are available on GitHub and can be run from there in Binder in a web browser. Each chapter concludes with exercises to explore the content. The emphasis of the book is on the question of Why—only if “why” an algorithm is successful is understood, can it be properly applied and the results trusted. Standard techniques are treated rigorously, including an introduction to the necessary probability theory. This book addresses the commonalities of methods, aims to give a thorough and in-depth treatment and develop intuition for the inner workings of algorithms, while remaining concise. This useful reference should be essential on the bookshelf of anyone employing Machine Learning techniques, since it is born out of strong experience in university teaching and research on algorithms, while remaining approachable and readable. | |
Разместил: Ingvar16 9-04-2025, 17:02 | Комментарии: 0 | Подробнее
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 Название: Data Analysis with LLMs: Text, tables, images and sound
Автор: Immanuel Trummer
Издательство: Manning Publications
Год: 2025
Страниц: 233
Язык: английский
Формат: pdf (true)
Размер: 23.7 MB
Speed up common data science tasks with AI assistants like ChatGPT and Large Language Models (LLMs) from Anthropic, Cohere, AI21, Hugging Face, and more! Using ChatGPT and other AI-powered tools, you can analyze almost any kind of data with just a few short lines of plain English. In Data Analysis with LLMs, you’ll learn important techniques for streamlining your data science practice, expanding your skillset and saving you hours—or even days—of time. This practical book takes you from your first prompts through advanced techniques like building automated analysis pipelines and fine-tuning existing models. You’ll learn how to create meaningful reports, generate informative graphs, and much more. You’ll start with an in-depth exploration of how LLMs work. Then, you’ll dive into no-code data analysis with LLMs, creating custom operators with the OpenAI Python API, and building complex data analysis pipelines with the cutting edge LangChain framework. For data scientists, data analysts, and others who are interested in making their work easier through the use of AI techniques. Readers should have a basic understanding of the Python programming language. | |
Разместил: Ingvar16 9-04-2025, 16:33 | Комментарии: 0 | Подробнее
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 Название: Занимательная информатика. Криптография. Манга
Автор: Масааки М. , Синъити С.
Издательство: ДМK
Год: 2019
Cтраниц: 240
Формат: pdf (ocr)
Размер: 87 мб
Язык: русский
Из музея искусств один за другим дерзко крадут ценные произведения, а преступник каждый раз оставляет зашифрованные сообщения. Проницательный инспектор Мэгуро, его сестра - математик Рика, и эрудированная журналистка Ёнэда Рио бросают вызов дерзкому похитителю, но для этого им требуется разгадать загадку шифра. Книга познакомит читателя с общими понятиями криптологии и лежащими в её основе интересными математическими закономерностями, а также с тем, как криптография используется в нашей повседневной жизни. | |
Разместил: rivasss 9-04-2025, 13:20 | Комментарии: 0 | Подробнее
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 Название: Engineering AI Systems: Architecture and DevOps Essentials (Final Release)
Автор: Len Bass, Qinghua Lu, Ingo Weber, Liming Zhu
Издательство: Addison-Wesley Professional/Pearson Education
Год: 2025
Страниц: 347
Язык: английский
Формат: pdf, epub
Размер: 11.0 MB
Master the Engineering of AI Systems: The Essential Guide for Architects and Developers. In today's rapidly evolving world, integrating Artificial Intelligence (AI) into your systems is no longer optional. Engineering AI Systems: Architecture and DevOps Essentials is a comprehensive guide to mastering the complexities of AI systems engineering. This book combines robust software architecture with cutting-edge DevOps practices to deliver high-quality, reliable, and scalable AI solutions. Experts Len Bass, Qinghua Lu, Ingo Weber, and Liming Zhu demystify the complexities of engineering AI systems, providing practical strategies and tools for seamlessly incorporating AI in your systems. You will gain a comprehensive understanding of the fundamentals of AI and software engineering and how to combine them to create powerful AI systems. Through real-world case studies, the authors illustrate practical applications and successful implementations of AI in small- to medium-sized enterprises across various industries, and offer actionable strategies for designing, building, and operating AI systems that deliver real business value. | |
Разместил: Ingvar16 9-04-2025, 07:13 | Комментарии: 0 | Подробнее
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 Название: Информатика: разработка программ на языке программирования Питон (Python): базовые языковые конструкции
Автор: Широков А.И., Пышняк М.О.
Издательство: Издательский Дом МИСиС
Год: 2020
Cтраниц: 140
Формат: pdf
Размер: 18 мб
Язык: русский
В учебнике рассматриваются основные конструкции языка программирования Питон (Python). Приводятся многочисленные примеры, которые позволят современному специалисту овладеть навыками для создания приложений разной направленности. | |
Разместил: rivasss 9-04-2025, 06:30 | Комментарии: 0 | Подробнее
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 Название: Python OOP Step by Step: A Practical Guide with Examples
Автор: William E. Clark
Издательство: Nobtrex L.L.C.
Год: 2025
Страниц: 190
Язык: английский
Формат: pdf, epub (true)
Размер: 10.1 MB
This book provides a comprehensive and systematic introduction to Python programming with a focused emphasis on object-oriented principles. It offers detailed guidance on the core aspects of Python, covering everything from fundamental syntax and data structures to more advanced topics like class design, inheritance, and polymorphism. The content is arranged logically to build a strong foundation in programming followed by an in-depth exploration of object-oriented methodologies. The material is divided into distinct sections that progressively introduce essential programming concepts before transitioning to sophisticated applications. Topics such as configuring a development environment, understanding Python's built-in constructs, and developing clear, maintainable code prepare the reader for advanced discussions on classes and objects. Subsequent sections elaborate on inheritance models, method overriding, and design patterns while also addressing the intricacies of testing and debugging within object-oriented systems. | |
Разместил: Ingvar16 9-04-2025, 06:09 | Комментарии: 0 | Подробнее
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 Название: Python Data Structures Explained: A Practical Guide with Examples
Автор: William E. Clark
Издательство: Nobtrex L.L.C.
Год: 2025
Страниц: 242
Язык: английский
Формат: pdf, epub (true)
Размер: 11.3 MB
This book offers a comprehensive guide to understanding and effectively utilizing data structures and algorithmic strategies in Python. It systematically presents each data structure, from basic arrays and lists to more complex entities like trees and graphs, ensuring that readers build a solid foundation in both theory and practical implementation. The content is designed to be accessible to beginners while still providing depth and insights that are valuable for experienced programmers. The text explains core concepts with clear, precise language, emphasizing the importance of choosing the right data structure for efficient problem solving. Detailed explanations of operations, performance considerations, and practical coding techniques provide readers with the tools they need to implement reliable and efficient solutions. The inclusion of debugging and optimization practices further supports the development of professional programming skills. | |
Разместил: Ingvar16 9-04-2025, 05:05 | Комментарии: 0 | Подробнее
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 Название: Generative AI in Computer Science Education: Challenges and Opportunities
Автор: Diana Franklin, Paul Denny, David A. Gonzalez-Maldonado, Minh Tran
Издательство: Cambridge University Press
Год: 2025
Язык: английский
Формат: pdf (true), epub
Размер: 10.1 MB
Generative AI is a disruptive technology that has the potential to transform many aspects of how Computer Science is taught. Like previous innovations such as high-level programming languages and block-based programming languages, Generative AI lowers the technical expertise necessary to create working programs, bringing the power of computation to more people. The programming process is already changing as a result of its presence, even for expert programmers. It also poses significant challenges to educators around re-thinking assessment as some well-established approaches may no longer be viable. Many traditional programming assignments can be completed using Generative AI tools with minimal effort, thus potentially undermining learning. In this Element, the authors explore both the opportunities and the challenges for Computer Science education resulting from the widespread availability of Generative AI. | |
Разместил: Ingvar16 8-04-2025, 20:19 | Комментарии: 0 | Подробнее
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 Название: The StatQuest Illustrated Guide To Machine Learning
Автор: Josh Starmer
Издательство: StatQuest Publications
Год: November 7, 2022
Страниц: 305
Язык: английский
Формат: pdf
Размер: 29.4 MB
Machine Learning is awesome and powerful, but it can also appear incredibly complicated. That’s where The StatQuest Illustrated Guide to Machine Learning comes in. This book takes the Machine Learning algorithms, no matter how complicated, and breaks them down into small, bite-sized pieces that are easy to understand. Each concept is clearly illustrated to provide you, the reader, with an intuition about how the methods work that goes beyond the equations alone. The StatQuest Illustrated Guide does not dumb down the concepts. Instead, it builds you up so that you are smarter and have a deeper understanding of Machine Learning. The StatQuest Illustrated Guide to Machine Learning starts with the basics, showing you what Machine Learning is and what are its goals, and builds on those, one picture at a time, until you have mastered the concepts behind self driving cars and facial recognition. | |
Разместил: Ingvar16 8-04-2025, 19:18 | Комментарии: 0 | Подробнее
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 Название: Python Exception Handling Made Easy: A Practical Guide with Examples
Автор: William E. Clark
Издательство: Nobtrex L.L.C.
Год: 2025
Страниц: 259
Язык: английский
Формат: pdf, epub (true)
Размер: 13.5 MB
This book provides a detailed exploration of error handling in Python with a particular emphasis on practical techniques and clear explanations. It is designed to offer developers a comprehensive guide to understanding and managing exceptions, covering everything from Python's built-in error types to the implementation of custom exceptions. The text is methodically organized to present a logical progression of concepts, ensuring that readers can build a solid foundation in effective error management. Structured into carefully crafted chapters, the book begins by introducing the fundamental principles of exception handling and the mechanisms used to detect and process errors. It then delves into specific topics such as the nuances of try, except, else, and finally constructs, and the process of creating tailored error responses through custom exception classes. Subsequent sections provide in-depth analysis of debugging strategies, logging best practices, and real-world applications that showcase the integration of robust exception handling into complex Python projects. | |
Разместил: Ingvar16 8-04-2025, 17:35 | Комментарии: 0 | Подробнее
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