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 Название: Building Scalable Deep Learning Pipelines on AWS: Develop, Train, and Deploy Deep Learning Models
Автор: Abdelaziz Testas
Издательство: Apress
Год: 2024
Страниц: 749
Язык: английский
Формат: pdf, epub
Размер: 10.1 MB
This book is your comprehensive guide to creating powerful, end-to-end Deep Learning workflows on Amazon Web Services (AWS). The book explores how to integrate essential Big Data tools and technologies - such as PySpark, PyTorch, TensorFlow, Airflow, EC2, and S3 - to streamline the development, training, and deployment of Deep Learning models. Starting with the importance of scaling advanced Machine Learning models, this book leverages AWS's robust infrastructure and comprehensive suite of services. It guides you through the setup and configuration needed to maximize the potential of Deep Learning technologies. You will gain in-depth knowledge of building Deep Learning pipelines, including data preprocessing, feature engineering, model training, evaluation, and deployment. The book provides insights into setting up an AWS environment, configuring necessary tools, and using PySpark for distributed data processing. You will also delve into hands-on tutorials for PyTorch and TensorFlow, mastering their roles in building and training neural networks. | |
Разместил: Ingvar16 19-12-2024, 16:07 | Комментарии: 0 | Подробнее
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 Название: The AI Glossary: Demystifying 101 Essential Artificial Intelligence Terms for Everyone
Автор: Richard R. Khan
Издательство: CRC Press
Год: 2025
Страниц: 238
Язык: английский
Формат: pdf (true), epub
Размер: 44.1 MB
Embark on a journey of clarity and discovery with "THE AI GLOSSARY: Demystifying 101 Essential Artificial Intelligence Terms for Everyone." In a world increasingly powered by AI and ML, understanding these technologies is no longer a luxury but a necessity. This book stands as your guide through the complex terrain of Artificial Intelligence (AI) terms, transforming the intricate into the accessible. Crafted with precision and insight, each term is unraveled not just through definitions but through engaging narratives that connect deeply with real-world applications. From the foundational concepts of "Artificial Intelligence" and "Machine Learning" to the cutting-edge innovations of "ChatGPT" and "DALL-E," this glossary is designed to enlighten, inspire, and empower. Whether you're a student embarking on your studies, a professional seeking to broaden your horizon, or a curious mind eager to understand the technologies shaping our future, "THE AI GLOSSARY" is your indispensable companion. Let this book be your beacon, illuminating the path to a deeper understanding of the language of AI and ML, and inviting you to partake in the wonders of this revolutionary domain. | |
Разместил: Ingvar16 19-12-2024, 15:29 | Комментарии: 0 | Подробнее
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 Название: Essential Data Analytics, Data Science, and AI: A Practical Guide for a Data-Driven World
Автор: Maxine Attobrah
Издательство: Apress
Год: 2024
Страниц: 209
Язык: английский
Формат: pdf
Размер: 10.1 MB
In today's world, understanding data analytics, Data Science, and Artificial Intelligence is not just an advantage but a necessity. This book is your thorough guide to learning these innovative fields, designed to make the learning practical and engaging. The book starts by introducing data analytics, Data Science, and Artificial Intelligence (AI). It illustrates real-world applications, and, it addresses the ethical considerations tied to AI. It also explores ways to gain data for practice and real-world scenarios, including the concept of synthetic data. Next, it uncovers Extract, Transform, Load (ETL) processes and explains how to implement them using Python. Further, it covers Artificial Intelligence and the pivotal role played by Machine Learning models. Python is currently one of the most popular programming languages for completing Artificial Intelligence and Data Science tasks. This is the case because of its easy-to-read syntax, extensive libraries, strong compatibility with cross-platforms, and strong community support. This makes it easier for beginners and experienced programmers to write and understand code and encourages faster development and collaboration. | |
Разместил: Ingvar16 19-12-2024, 03:34 | Комментарии: 0 | Подробнее
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 Название: Machine Learning in Farm Animal Behavior using Python
Автор: Natasa Kleanthous, Abir Hussain
Издательство: CRC Press
Год: 2025
Страниц: 412
Язык: английский
Формат: pdf (true), epub
Размер: 28.5 MB
This book is a comprehensive guide to applying Machine Learning to animal behavior analysis, focusing on activity recognition in farm animals. It begins by introducing key concepts of animal behavior and ethology, followed by an exploration of Machine Learning techniques, including supervised, unsupervised, semi-supervised, and reinforcement learning. The practical section covers essential steps like data collection, preprocessing, exploratory data analysis, feature extraction, model training, and evaluation, using Python. The book emphasizes the importance of high-quality data and discusses various sensors and annotation methods for effective data collection. It addresses key Machine Learning challenges such as generalization and data issues. Advanced topics include feature selection, model selection, hyperparameter tuning, and Deep Learning algorithms. Practical examples and Python implementations are provided throughout, offering hands-on experience for researchers, students, and professionals aiming to apply Machine Learning to animal behavior analysis. | |
Разместил: Ingvar16 18-12-2024, 20:55 | Комментарии: 0 | Подробнее
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 Название: Natural Language Processing on Oracle Cloud Infrastructure: Building Transformer-Based NLP Solutions Using Oracle AI and Hugging Face
Автор: Hicham Assoudi
Издательство: Apress
Год: 2024
Страниц: 401
Язык: английский
Формат: pdf
Размер: 19.7 MB
This book demonstrates how to use Oracle Cloud Infrastructure (OCI) and Hugging Face technologies to develop advanced NLP solutions. Through a practical case study, it addresses common NLP challenges and offers strategies for creating efficient, cost-effective transformer-based models. By the end of this book, you will have the skills and knowledge to create cutting-edge NLP solutions on OCI, customized to meet the needs of various industries and projects. The book takes you through the complete NLP solution life cycle--covering data preparation, model fine-tuning, deployment, and monitoring--while highlighting key topics such as cost-effectiveness and responsible AI for NLP implementations. Drawing from real-world experience and offering practical insights, it bridges the gap between theory and practice, equipping you to design and deploy scalable, cost-efficient NLP solutions. For NLP practitioners, data scientists, and Machine Learning engineers who want to learn how to leverage Oracle AI and Hugging Face to implement an end-to-end NLP solution life cycle, from data preparation to model deployment. | |
Разместил: Ingvar16 18-12-2024, 19:47 | Комментарии: 0 | Подробнее
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 Название: Blockchain: The Comprehensive Guide to Blockchain Development, Ethereum, Solidity, and Smart Contracts
Автор: Tobias Fertig, Andreas Schütz
Издательство: Rheinwerk Publishing
Год: 2024
Страниц: 654
Язык: английский
Формат: epub (true)
Размер: 10.1 MB
Demystify the blockchain—and learn how to use it—with this practical guide. Start from the ground up: What is Ethereum? What is Solidity? And how are they used to create smart contracts? Then see how to implement your own blockchain, including configuring a peer-to-peer network, managing miner accounts, and more. Follow step-by-step instructions and detailed code examples to develop smart contracts and dApps. Work with cutting-edge technologies such as Bitcoin, DeFi, NFTs, and more. Welcome to the world of blockchain! You’ve heard the hype around Bitcoin, NFTs, and crypto mining. But how does the underlying blockchain technology work? Understand the fundamentals of the distributed ledger, and learn how to create and manage your own blockchain. Application Development: Master smart contracts, from programming with Solidity to testing, debugging, deployment, and beyond. Develop decentralized applications (dApps) and expand them into a decentralized autonomous organization (DAO) by implementing a frontend with Ether.js. Follow guidance from experienced blockchain programmers. Use commented code examples as templates for your projects to get started building your own blockchain and smart contracts in the real world. | |
Разместил: Ingvar16 18-12-2024, 07:49 | Комментарии: 0 | Подробнее
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 Название: Kubernetes: Practical Guide for Developers and DevOps Teams—From Container Basics to Advanced Helm Deployments
Автор: Kevin Welter
Издательство: Rheinwerk Publishing
Год: 2024
Страниц: 450
Язык: английский
Формат: pdf (true), epub (true)
Размер: 16.6 MB
Unravel the complexities of Kubernetes with this hands-on guide! Start with an introduction to Kubernetes architecture and components such as nodes, Minikube, and kubectl commands. Follow tutorials to set up your first clusters and pods, and then dive into more advanced concepts like DaemonSets, batch jobs, and custom resource definitions. Perform resource management, set up autoscaling, deploy applications with Helm, and more! Begin with a test installation and learn how to access a Kubernetes setup. Walk through using Lens, the most popular IDE for Kubernetes. Get familiar with the basics of Kubernetes: pod and container management, Ingress, services, ConfigMaps, and storage. Discover the advantages of deploying applications with container clusters: rollbacks, health checks, high availability, and scalability. Follow best practices and detailed instructions to orchestrate the fast and smooth deployment of your applications. Deploy your applications flexibly and quickly with Helm, the package manager for Kubernetes. Understand the fundamentals of reading and developing Helm charts, and then learn to create your own. | |
Разместил: Ingvar16 18-12-2024, 07:20 | Комментарии: 0 | Подробнее
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 Название: Построение запросов и программирование на SQL
Автор: Маркин А. В.
Издательство: Диалог-МИФИ
Год: 2014 - 3-е изд., перераб. и доп.
Cтраниц: 384 с. : ил.
Формат: pdf (ocr) / djvu
Размер: 21 мб
Язык: русский
Подробно рассмотрены основные синтаксические конструкции, применяемые при построении запросов на языке структурированных запросов (SQL), а также программировании хранимых процедур и триггеров. Теоретический материал в полной мере проиллюстрирован примерами запросов и скриптов для учебной БД, являющейся упрощенной моделью БД реальной информационной системы. Разработанные автором дополнительные Интернет-ресурсы позволяют самостоятельно приобрести практические навыки построения запросов и программирования на SQL, а также проверить полученные теоретические знания, выполнив предлагаемый оригинальный лабораторный практикум по всем разделам учебного пособия. | |
Разместил: rivasss 18-12-2024, 07:02 | Комментарии: 0 | Подробнее
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 Название: Modern Cryptography: The Practical Guide to Securing Data
Автор: Sandip Dholakia
Издательство: Rheinwerk Publishing
Год: 2024
Страниц: 325
Язык: английский
Формат: epub (true)
Размер: 10.1 MB
Security professionals, you know encryption is essential to protect your data. In this book, learn about the fundamental concepts of cryptography—and then apply them! Explore algorithms for symmetric and asymmetric cryptography and see how to use encryption strategies to enforce storage and network security. Put modern cryptography principles to work in real-world scenarios: cloud environments, cryptocurrency, artificial intelligence, quantum computing, and more. Build the cryptography skills you need to manage today’s security threats! This book aims to provide you with a comprehensive understanding of modern cryptography and its practical applications, ranging from lightweight cryptography to post-quantum cryptography and from cryptocurrency to homomorphic encryption. After reading this book, as a security professional, you’ll be equipped to apply your newfound knowledge to protect data and information, create and implement cryptography guidelines and policies, and develop a robust cryptography program for your organization. | |
Разместил: Ingvar16 18-12-2024, 06:53 | Комментарии: 0 | Подробнее
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 Название: Изучаем OpenTelemetry: современный мониторинг систем
Автор: Тед Янг, Остин Паркер
Издательство: Спринт Бук
Год: 2025
Страниц: 240
Язык: русский
Формат: pdf, epub, mobi
Размер: 10.2 MB
Появление OpenTelemetry произвело революцию в сфере наблюдаемости. Вместо того чтобы использовать несколько разрозненных систем, OpenTelemetry интегрирует трассировки, метрики и журналы в общий поток данных, предоставляя возможность оценить недоступные ранее взаимосвязи между ними. В этом практическом руководстве показано, как настраивать, использовать и диагностировать систему наблюдаемости OpenTelemetry. Авторы Тед Янг и Остин Паркер, руководители, основатели и участники проекта OpenTelemetry, представляют все компоненты OpenTelemetry, а также лучшие практики наблюдаемости для многих популярных облачных сервисов, платформ и сервисов данных, таких как Kubernetes и AWS Lambda. Вы узнаете, как OpenTelemetry дает возможность сервисам и библиотекам OSS создавать собственное нативное инструментирование – впервые в отрасли. | |
Разместил: Ingvar16 18-12-2024, 05:25 | Комментарии: 0 | Подробнее
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