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.

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.

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.

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.

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.

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.

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.

Название: Bug Bounty автоматизация с помощью Python. Секреты охоты за уязвимостями
Автор: Саид Абутахир
Издательство: Самиздат
Год: 2020
Язык: русский
Формат: pdf, epub
Размер: 10.2 MB

Эта книга демонстрирует практическую автоматизацию с помощью Python для каждой темы, указанной в оглавлении. Эта книга дает вам базовое представление о том, как автоматизировать что-либо, чтобы сократить количество повторяющихся задач и выполнять автоматизированные способы OSINT и разведки. Эта книга также дает вам обзор программирования на Python в разделе «Краткий курс Python», и объясняет, как автор заработал более $25000 в bug bounty с помощью автоматизации. Эта книга - первая часть серии по автоматизации баг-баунти.

Название: Nonparametric Statistical Methods Using R, 2nd Edition
Автор: John Kloke, Joseph McKean
Издательство: CRC Press
Год: 2024
Страниц: 466
Язык: английский
Формат: pdf (true)
Размер: 32.6 MB

This thoroughly updated and expanded second edition of Nonparametric Statistical Methods Using R covers traditional nonparametric methods and rank-based analyses. Two new chapters covering multivariate analyses and Big Data have been added. Core classical nonparametrics chapters on one- and two-sample problems have been expanded to include discussions on ties as well as power and sample size determination. Common Machine Learning topics - including k-nearest neighbors and trees - have also been included in this new edition. We have provided numerous examples of real and simulated datasets that illustrate the methods and their computation in R. Hence, we feel that this book also serves as an informative handbook for the researcher wishing to implement nonparametric and rank-based methods in practice. Given that R has continued to grow in popularity, we think that many readers will have already taken a course in R or an applied course that used R extensively. For the vast majority of the book, we have used core R (or base R) rather than add-on packages such as Tidyverse.

Название: Architecting Enterprise AI Applications: A Guide to Designing Reliable, Scalable, and Secure Enterprise-Grade AI Solutions
Автор: Anton Cagle, Ahmed Ceifelnasr Ahmed
Издательство: Apress
Год: 2024
Страниц: 282
Язык: английский
Формат: pdf
Размер: 36.1 MB

This book explores how to define, design, and maintain enterprise AI applications, exploring the impacts they will have on the teams who work with them. The book is structured into four parts. In Part 1: Defining Your AI Application, you are introduced to the dynamic interplay between human adaptability and AI specialization, the concept of meta systems, and the mechanics of prediction machines. In Part 2: Designing Your AI Application, the book delves into the anatomy of an AI application, unraveling the intricate relationships among data, Machine Learning, and reasoners. This section introduces the building blocks and enterprise architectural framework for designing multi-agent systems. Part 3: Maintaining Your AI Application takes a closer look at the ongoing life cycle of AI systems. You are guided through the crucial aspects of testing and test automation, providing a solid foundation for effective development practices. This section covers the critical tasks of security and information curation that ensure the long-term success of enterprise AI applications. The concluding section, Part 4: AI Enabled Teams, navigates the evolving landscape of collaborative efforts between humans and AI. It explores the impact of AI on remote work dynamics and introduces the new roles of the expert persona and the AI handler. This section concludes with a deep dive into the legal and ethical dimensions that AI-enabled teams must navigate.