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 Название: Deep Learning for Biology: Harness AI to Solve Real-World Biology Problems (Early Release)
Автор: Charles Ravarani, Natasha Latysheva
Издательство: O’Reilly Media, Inc.
Год: 2024-12-03
Страниц: 300
Язык: английский
Формат: epub
Размер: 10.1 MB
Bridge the gap between biology and cutting-edge Machine Learning techniques with this essential guide. Train and interpret Deep Learning models and answer fundamental biological questions. Whether your background is in biology, Machine Learning, or software engineering, this book empowers you with the practical skills needed for your Deep Learning journey. Through step-by-step recipes, authors Natasha Latysheva and Charles Ravarani teach you to train models for tasks like understanding gene regulatory logic, uncovering insights about protein families, and exploring subcellular localization. Each chapter provides self-contained mini-projects that serve as templates for approaching complex biological problems. Leverage Python code and iPython notebooks to extend your projects. | |
Разместил: Ingvar16 4-12-2024, 04:26 | Комментарии: 0 | Подробнее
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 Название: Рецепты TypeScript: Программирование на уровне типов для реальных задач
Автор: Стефан Баумгартнер
Издательство: Спринт Бук
Год: 2025
Страниц: 432
Язык: русский
Формат: pdf
Размер: 33.6 MB
TypeScript — один из важнейших инструментов для jаvascript-разработчиков. Тем не менее, даже опытные специалисты получают множество сообщений об ошибках от компилятора TypeScript, неприятно удивляясь этому. Откройте «Рецепты TypeScript». В этом практическом руководстве его автор Стефан Баумгартнер описывает способы решения наиболее распространенных задач на TypeScript. Те, кто уже знаком с основами jаvascript и TypeScript, найдут в книге действенные рецепты, которые помогут справиться с широким спектром вопросов, от настройки проектов со сложной структурой до определения расширенных вспомогательных типов. Каждый такой рецепт поможет разобраться с конкретной проблемой и объяснит, почему и как это работает. | |
Разместил: Ingvar16 3-12-2024, 21:42 | Комментарии: 0 | Подробнее
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 Название: Practical Guide to Machine Learning, NLP, and Generative AI: Libraries, Algorithms, and Applications
Автор: T. Mariprasath, Kumar Reddy Cheepati, Marco Rivera
Издательство: River Publishers
Год: 2025
Страниц: 172
Язык: английский
Формат: pdf (true), epub
Размер: 11.6 MB
This is an essential resource for beginners and experienced practitioners in Machine Learning. This comprehensive guide covers a broad spectrum of machine learning topics, starting with an in-depth exploration of popular machine learning libraries. Readers will gain a thorough understanding of Scikit-learn, TensorFlow, PyTorch, Keras, and other pivotal libraries like XGBoost, LightGBM, and CatBoost, which are integral for efficient model development and deployment. The book delves into various neural network architectures, providing readers with a solid foundation in understanding and applying these models. Beginning with the basics of the Perceptron and its application in digit classification, it progresses to more complex structures such as multilayer perceptrons for financial forecasting, radial basis function networks for air quality prediction, and convolutional neural networks (CNNs) for image classification. Additionally, the book covers recurrent neural networks (RNNs) and their variants like long short-term memory (LSTM) and gated recurrent units (GRUs), which are crucial for time-series analysis and sequential data applications. | |
Разместил: Ingvar16 3-12-2024, 21:11 | Комментарии: 0 | Подробнее
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 Название: AI-Driven Mechanism Design
Автор: Weiran Shen, Pingzhong Tang, Song Zuo
Издательство: Springer/Tsinghua University Press
Серия: Artificial Intelligence: Foundations, Theory, and Algorithms
Год: 2024
Страниц: 135
Язык: английский
Формат: pdf (true), epub
Размер: 11.1 MB
Due to its huge success in industry, mechanism design has been one of the central research topics at the interface of economics and Computer Science. However, despite decades of effort, there are still numerous challenges, in terms of both theory and applications. These include the problem of how to design mechanisms for selling multiple items, dynamic auctions, and balancing multiple objectives, given the huge design space and buyer strategy space; and the fact that in practice, the most widely applied auction format (the generalized second price auction) is neither truthful nor optimal. Furthermore, many theoretical results are based upon unrealistic assumptions that do not hold in real applications. This book presents the AI-driven mechanism design framework, which aims to provide an alternative way of dealing with these problems. The framework features two abstract models that interact with each other: the agent model and the mechanism model. By combining Artificial Intelligence (AI) techniques with mechanism design theory, it solves problems that cannot be solved using tools from either domain alone. For example, it can reduce the mechanism space significantly, build more realistic buyer models, and better balance different objectives. The book focuses on several aspects of mechanism design and demonstrates that the framework is useful in both theoretical analysis and practical applications. | |
Разместил: Ingvar16 3-12-2024, 15:03 | Комментарии: 0 | Подробнее
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 Название: AI for Small Business: From Marketing and Sales to HR and Operations, How to Employ the Power of Artificial Intelligence for Small Business Success
Автор: Phil Pallen
Издательство: Adams Media/Simon & Schuster
Год: 2025
Страниц: 256
Язык: английский
Формат: pdf, epub (true)
Размер: 10.1 MB
An essential guide for small business owners and entrepreneurs looking to use Artificial Intelligence (AI) to automate tasks, improve customer service, make better decisions, grow their businesses faster, and stay ahead of the AI curve. ChatGPT, Machine Learning, automation, natural language processing (NLP). Every day, it seems like there is a new AI term to learn and a new promise of how it will improve your work. But with tons of conflicting information, small business owners are left wondering exactly how to leverage AI technology to grow and, more importantly, stay competitive with larger companies. Cutting through the buzzwords and media frenzy, AI for Small Business is the road map to take you from overwhelmed to empowered. Opening with simple explanations of AI basics and clarification of myths, you are empowered to assess your goals to create a comprehensive AI strategy for your business—including information on selecting tools, a timeline for implementation, and ideas for scaling systems. You’ll also go through a generative AI example exercise so that you can give ChatGPT, Gemini, Copilot, or Claude a spin. | |
Разместил: Ingvar16 3-12-2024, 14:28 | Комментарии: 0 | Подробнее
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 Название: Devops Simplified: Zero-Maintenance Strategies for AWS EKS: Efficient Deployment and Management Strategies for AWS EKS Environments with Terraform
Автор: Dmytro Kozhevin
Издательство: Apress
Год: 2024
Страниц: 153
Язык: английский
Формат: pdf
Размер: 34.2 MB
Gain the knowledge and practical skills needed to deploy a fully functional, secure, and scalable application in AWS EKS. This book is a hands-on guide designed to help you navigate and manage infrastructure in the AWS EKS environment. The book starts by reviewing the concept of DevOps flexibility, emphasizing adaptability to manage changes effectively. It covers foundational elements like IAM basics, user management, and the use of Terraform for infrastructure as code, highlighting the importance of version stability and unique CIDR blocks. Moving forward, you'll explore Kubernetes, and its initial set-up steps, such as configuration management, access control, and storage. You'll also see how to bridge Kubernetes with AWS resources, touching upon service accounts, identity federation, and policy assignment. In the final chapters, the book guides you through the complete setup of a fully working application using Terraform. For DevOps professionals, IT managers, and software developers who are looking to adopt or improve their DevOps practices, and students and educators in IT-related fields. | |
Разместил: Ingvar16 3-12-2024, 13:03 | Комментарии: 0 | Подробнее
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 Название: Mastering Test-Driven Development with React: Build Uncluttered and Robust React Applications Using Test-Driven Development Principles with Jest, React Testing Library, and Mocha
Автор: Ravi Kumar Gupta, Ajay Mudaliyar, Himanshu Bhoraniya
Издательство: Orange Education Pvt Ltd, AVA
Год: 2024
Страниц: 245
Язык: английский
Формат: epub (true)
Размер: 28.8 MB
React and TDD: Craft Reliable, High-Quality Apps from Scratch! Test-Driven Development (TDD) is an essential practice for creating reliable, bug-free React applications. By focusing on writing tests before code, TDD ensures that your application is not only functional but also scalable and maintainable. "Mastering Test-Driven Development with React" is your comprehensive guide to learning and mastering Test-Driven Development (TDD) in React applications. You'll discover how to write tests before implementing code, helping you build reliable, maintainable React apps with confidence. By integrating TDD into your development process, you'll improve code quality, catch bugs early, and create more stable applications. With practical, hands-on examples, you'll explore how to use popular tools like Jest, Mocha, and React Testing Library. You’ll dive into testing React components, hooks, API interactions, and managing state with Redux, all while learning techniques that you can apply to real-world projects. | |
Разместил: Ingvar16 3-12-2024, 03:32 | Комментарии: 0 | Подробнее
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 Название: Python-Code fur Einsteiger
Издательство: Papercut Limited
Год / месяц: Dezember 2024
Страниц: 146
Формат: PDF
Размер: 109 MB
Язык: немецкий
"Программирование на Python для начинающих" - это первый и единственный выбор, если вы новичок и хотите изучить все, что вам нужно, чтобы начать программировать. Этот независимый выпуск содержит полезные инструкции и полностью иллюстрированные пошаговые руководства, написанные простым и понятным немецким языком. На страницах этого нового руководства пользователя вы узнаете все, что вам нужно знать о написании своих собственных замечательных приложений. Благодаря этому неофициальному изданию ни одна проблема не будет неразрешимой, ни один вопрос не останется без ответа по мере того, как вы учитесь, исследуете и совершенствуете свой пользовательский опыт. | |
Разместил: Dovegone 3-12-2024, 00:39 | Комментарии: 0 | Подробнее
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 Название: Strategic Software Engineering: Software Engineering Beyond the Code
Автор: Filipe Ximenes
Издательство: Apress
Год: 2024
Страниц: 218
Язык: английский
Формат: pdf
Размер: 81.3 MB
The role of a software engineer goes well beyond writing code. In many companies, large or small, engineers often need to understand unfamiliar business rules, and then coordinate with multiple groups to ship software within a tight schedule. Although the skills required to perform this job effectively can be hidden within one's years of experience, learning from mistakes, peer guidance, and available resources, are critical to success. This book summarizes the skills and practices effective engineers should leverage to excel at their job. A chapter is dedicated to each of the four main pillars that form a successful engineering career: Self-Management, Technical Discipline, Risk Management, and Strategic Teamwork. Topics covered within each pillar include insights and tips on how to enhance your career simply by making small changes in the way you work. For mid-level engineers looking to make the jump to senior roles, as well as experienced engineers and managers who are looking to bolster their careers. | |
Разместил: Ingvar16 2-12-2024, 19:24 | Комментарии: 0 | Подробнее
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 Название: Artificial Life: How to Create a Life Computationally
Автор: Seiki Akama
Издательство: Springer
Год: 2024
Страниц: 147
Язык: английский
Формат: pdf (true), epub
Размер: 14.6 MB
This book provides some resources of Artificial Life. Artificial Life (ALife or A-Life) is the research area which simulates a life computationally. It involves several approaches to living systems in artificial manners. It was recognized as a scientific field in the 1980's. Artificial Life is related to many scientific fields including biology and computer science, and its history is old. In fact, the earlier works have been done by people like Turing and von Neumann. Fields like that neural networks, evolutionary computation, and cellular automaton constitute the foundations for Artificial Life. The so-called wet ware is an approach in more biology-oriented, which is known that there are some Artificial Life Systems at present. It is expected to see further progresses of this exciting field. The materials include: history, philosophy, related areas, recent developments, etc. Starting from the overview, the authors give an exposition of basic subjects like cellular automaton, neural networks, evolutionary computation, and wet ware. The authors also introduce some examples of Artificial Life Systems like Boids, Tierra, and Open Warm. | |
Разместил: Ingvar16 2-12-2024, 04:47 | Комментарии: 0 | Подробнее
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