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 Название: Learning PyTorch 2.0: Experiment Deep Learning from basics to complex models using every potential capability of Pythonic PyTorch
Автор: Matthew Rosch
Издательство: GitforGits
Год: 2023
Страниц: 321
Язык: английский
Формат: pdf, azw3, epub, mobi
Размер: 10.1 MB
This book is a comprehensive guide to understanding and utilizing PyTorch 2.0 for Deep Learning applications. It starts with an introduction to PyTorch, its various advantages over other Deep Learning frameworks, and its blend with CUDA for GPU acceleration. We delve into the heart of PyTorch – tensors, learning their different types, properties, and operations. Through step-by-step examples, the reader learns to perform basic arithmetic operations on tensors, manipulate them, and understand errors related to tensor shapes. A substantial portion of the book is dedicated to illustrating how to build simple PyTorch models. This includes uploading and preparing datasets, defining the architecture, training, and predicting. It provides hands-on exercises with a real-world dataset. The book then dives into exploring PyTorch's nn module and gives a detailed comparison of different types of networks like Feedforward, RNN, GRU, CNN, and their combination. Further, the book delves into understanding the training process and PyTorch's optim module. It explores the overview of optimization algorithms like Gradient Descent, SGD, Mini-batch Gradient Descent, Momentum, Adagrad, and Adam. A separate chapter focuses on advanced concepts in PyTorch 2.0, like model serialization, optimization, distributed training, and PyTorch Quantization API. In the final chapters, the book discusses the differences between TensorFlow 2.0 and PyTorch 2.0 and the step-by-step process of migrating a TensorFlow model to PyTorch 2.0 using ONNX. | |
Разместил: Ingvar16 Сегодня, 21:00 | Комментарии: 0 | Подробнее
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 Название: Mastering AWS Serverless: Architecting, developing, and deploying serverless solutions on AWS
Автор: Miguel A. Calles
Издательство: BPB Publications
Год: 2024
Страниц: 993
Язык: английский
Формат: pdf, epub
Размер: 46.1 MB
Master the art of designing and creating serverless architectures and applications. Serverless computing is relatively new compared to server-based designs. Amazon Web Services launched its serverless computing offering by introducing AWS Lambda. Lambda has introduced a revolution in cloud computing, where servers could be excluded from architectures, and events could be used to trigger other resources. The AWS serverless services have allowed developers, startups, and large enterprises to focus more on developing and creating features and spend less time managing and securing servers. It covers key concepts like serverless architecture and AWS services. You will learn to create event-driven apps, launch websites, and build APIs with hands-on exercises. The book will explore storage options and data processing, including serverless Machine Learning. Discover best practices for architecture, security, and cost optimization. The book will cover advanced topics like AWS SAM and Lambda layers for complex workflows. Finally, get guidance on creating new serverless apps and migrating existing ones. The knowledge gained from this book will help you create a serverless website, application programming interface, and backend. In addition, the information covered in the book will help you process and analyze data using a serverless design. | |
Разместил: Ingvar16 Сегодня, 17:50 | Комментарии: 0 | Подробнее
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 Название: Digital Transformation of SAP Supply Chain Processes: Build Mobile Apps Using SAP BTP and SAP Mobile Services
Автор: Pranay Gupta
Издательство: Apress
Год: 2024
Страниц: 262
Язык: английский
Формат: epub (true)
Размер: 13.9 MB
Take a high-level tour of SAP oDATA integrations with frontend technologies like Angular using the SAP Mobile Services Platform. This book will give you a different perspective on executing SAP transactions on iOS using Angular instead of SAP-provided Fiori-based applications. You’ll start by learning about SAP supply chain processes such as Goods Receipt, Transfer Posting, Goods Issue, and Inventory Search. You’ll then move on to understanding the thought process involved in integrating SAP's backend (SAP ECC) with Angular iOS app using SAP Mobile Services running on SAP BTP. All this will serve as a guide tailored to SAP functional and technical consultants actively engaged in client-facing roles. You’ll follow a roadmap for modernizing and streamlining supply chain operations by leveraging Angular iOS apps. Ionic and Angular are two popular web development frameworks often used in combination to create modern and feature-rich web and mobile applications. This chapter explores each of these frameworks in more detail. Angular is a comprehensive and widely adopted frontend javascript framework developed and maintained by Google. It provides a structured and organized way to build dynamic, single-page web applications (SPAs) and web-based enterprise applications. Ionic is an open-source framework for building cross-platform, mobile applications using web technologies such as HTML, CSS, and javascript/TypeScript. It is often described as a “hybrid” framework because it allows developers to build native-like mobile apps that can run on multiple platforms, including iOS, Android, and the web. | |
Разместил: Ingvar16 Сегодня, 17:03 | Комментарии: 0 | Подробнее
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 Название: Creating iOS apps with Xcode: Learn how to develop your own app
Автор: Aaron L Bratcher
Издательство: BPB Publications
Год: 2024
Страниц: 744
Язык: английский
Формат: pdf, epub
Размер: 11.9 MB
Build your own iOS apps for fun and profit. “Creating iOS apps with Xcode” introduces you to the premier programming language of Swift and presents SwiftUI. It is an easy way of creating user interfaces on Apple products like iPhone, iPad, and Vision Pro. This book teaches iOS app development using Swift and SwiftUI. You will begin by setting up Xcode, Apple's development tool, and learning Swift basics. Then, you will explore SwiftUI to create user interfaces with text, image, and buttons. Next, you will build reusable SwiftUI views and design a "Household Chores" app interface. Simultaneously, this book educates you on data management which includes data models, user defaults, and Swift Data databases. You will organize code with Swift Package Manager, and visualize data with Swift Charts. Further, you will also understand how to create a second app using SwiftUI and MVVM design, ensure app quality with testing and debugging, and prepare for App Store release with web service connections and asset management. Once you finish this detailed guide, you will have the know-how to craft impressive iOS apps. You will have learned how to organize code, manage data, and test apps effectively, enabling you to bring your ideas to life. The aim of this book is to help anyone, from the experienced professional moving to iOS development to the daring entrepreneur who has a bold idea on a new app, approach the task of iOS development with more confidence and an understanding of what it takes to make an app. | |
Разместил: Ingvar16 Сегодня, 16:26 | Комментарии: 0 | Подробнее
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 Название: Metaheuristic Optimization Algorithms: Optimizers, Analysis, and Applications
Автор: Laith Abualigah
Издательство: Morgan Kaufmann/Elsevier
Год: 2024
Страниц: 628
Язык: английский
Формат: pdf, epub
Размер: 10.1 MB
Metaheuristic Optimization Algorithms: Optimizers, Analysis, and Applications presents the most recent optimization algorithms and their applications across a wide range of scientific and engineering research fields. Metaheuristic Optimization Algorithms have become indispensable tools, with applications in data analysis, text mining, classification problems, computer vision, image analysis, pattern recognition, medicine, and many others. Most complex systems problems involve a continuous flow of data that makes it impossible to manage and analyze manually. The outcome depends on the processing of high-dimensional data, most of it irregular and unordered, present in various forms such as text, images, videos, audio, and graphics. The authors of Meta-Heuristic Optimization Algorithms provide readers with a comprehensive overview of eighteen optimization algorithms to address this complex data, including Particle Swarm Optimization Algorithm, Arithmetic Optimization Algorithm, Whale Optimization Algorithm, and Marine Predators Algorithm, along with new and emerging methods such as Aquila Optimizer, Quantum Approximate Optimization Algorithm, Manta-Ray Foraging Optimization Algorithm, and Gradient Based Optimizer, among others. Each chapter includes an introduction to the modeling concepts used to create the algorithm, followed by the mathematical and procedural structure of the algorithm, associated pseudocode, and real-world case studies to demonstrate how each algorithm can be applied to a variety of scientific and engineering solutions. | |
Разместил: Ingvar16 Сегодня, 14:14 | Комментарии: 0 | Подробнее
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 Название: Head First Software Architecture: A Learner's Guide to Architectural Thinking (Final)
Автор: Raju Gandhi, Mark Richards, Neal Ford
Издательство: O’Reilly Media, Inc.
Год: 2024
Страниц: 486
Язык: английский
Формат: true (true), epub (true)
Размер: 38.2 MB, 73.0 MB
What will you learn from this book? If you're a software developer looking for a quick on-ramp to software architecture, this handy guide is a great place to start. From the authors of Fundamentals of Software Architecture, Head First Software Architecture teaches you how to think architecturally and explores the unique challenges of software architecture. You'll learn the distinction between architecture and design and the relationship between code, components, and architectural styles. You'll also learn how to work with some common architectural styles through vivid, fun examples. Quick, easy, and entertaining, this book is a valuable introduction to the world of software architecture. | |
Разместил: Ingvar16 Сегодня, 02:25 | Комментарии: 0 | Подробнее
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 Название: The Oxford Handbook of AI Governance
Автор: Justin B. Bullock, Yu-Che Chen, Johannes Himmelreich, Valerie M. Hudson
Издательство: Oxford University Press
Год: 2024
Страниц: 1096
Язык: английский
Формат: epub
Размер: 10.8 MB
As the capabilities of Artificial Intelligence (AI) have increased over recent years, so have the challenges of how to govern its usage. Consequently, prominent stakeholders across academia, government, industry, and civil society have called for states to devise and deploy principles, innovative policies, and best practices to regulate and oversee these increasingly powerful AI tools. Developing a robust AI governance system requires extensive collective efforts throughout the world. It also raises old questions of politics, democracy, and administration, but with the new challenges posed by AI's growing influence on markets, governing structures, international relations, healthcare, science, and political activism. The Oxford Handbook of AI Governance delineates the scope of these issues and addresses the key questions of AI governance. Across forty-nine chapters, organized in nine major sections, the Handbook covers the theoretical and ethical foundations of AI governance, different frameworks for developing a governance structure for AI, practical perspectives on AI governance in different policy domains, economic analyses of AI governance, and concrete lessons about the impact of AI governance domestically and internationally. Chapter authors come from a wide set of disciplines, areas of study, and cultural backgrounds, providing a global perspective on AI governance. | |
Разместил: Ingvar16 Вчера, 21:36 | Комментарии: 0 | Подробнее
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 Название: Basics of Python Programming: Learn Python in 30 days (Beginners approach) - 2nd Edition
Автор: Pratiyush Guleria
Издательство: BPB Publications
Год: 2024
Страниц: 547
Язык: английский
Формат: pdf, epub
Размер: 18.0 MB
The basics of Python are the book's main focus. With practical examples, students will understand the fundamentals of Python. This book is designed in a way that should make every example understandable to the readers. In addition, from the perspective of a competitive examination, the book offers multiple-choice questions, true/false questions, and practical solved exercises. Through this book, the readers will be able to learn Python basics. This includes setting up your environment and manipulating data. Additionally, they will also learn how to master control flow with conditional statements and loops for more responsive programs and utilize functions for organizing code and file handling to work with local data. Learners will also explore object-oriented programming (OOP) and essential libraries like NumPy for advanced programming. This edition brings a new horizon of NumPy and Tkinter for numerical computing tasks like array manipulations, tackling complex problems, and building user-friendly applications with interactive graphical interfaces, respectively. The author is optimistic that students who want to complete a thorough using Python will find relief in this work. This book provides a range of real-world examples, conceptual challenges, and methodically worked-out solutions to help readers understand programming ideas through clear explanations and examples. Additionally, it covers every topic necessary for students to gain a thorough understanding of the fundamentals of Python. | |
Разместил: Ingvar16 Вчера, 19:04 | Комментарии: 0 | Подробнее
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 Название: Terraform for Developers: Essentials of Infrastructure Automation and Provisioning
Автор: Kimiko Lee
Издательство: GitforGits
Год: 2023
Страниц: 370
Язык: английский
Формат: pdf, azw3, epub, mobi
Размер: 10.1 MB
"Terraform for Developers" provides a comprehensive guide to mastering infrastructure as code with Terraform, intended for both beginners and experienced practitioners. The book starts by introducing foundational Terraform concepts like its architecture, setup on various cloud platforms, and the syntax of its configuration language HCL. This grounds the reader in core skills needed to author infrastructure code. It then explores the full lifecycle of a Terraform project from state management, provisioning, networking, troubleshooting errors, and testing practices. Each phase is explained through practical examples relevant to real-world usage. Advanced skills like performance optimization, CI/CD integration, and modules are covered to take the reader from basic to expert. The book finishes with sophisticated use cases like Kubernetes infrastructure automation and secrets management with HashiCorp Vault with elementary level demonstrations. The end result is a 360-degree education in Terraform - from installation to advanced usage across public clouds. Readers gain both theoretical foundations and hands-on skills transferred through practical examples. The book takes a holistic approach that equips practitioners to leverage Terraform in production environments. | |
Разместил: Ingvar16 Вчера, 16:10 | Комментарии: 0 | Подробнее
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 Название: Implementing Linkerd Service Mesh: Add Observability, Load Balancing, Micro Proxies, Traffic Split and Multi-Cluster Communication to Kubernetes
Автор: Kimiko Lee
Издательство: GitforGits
Год: 2024
Страниц: 277
Язык: английский
Формат: pdf, azw3, epub, mobi
Размер: 10.1 MB
This capsule book is designed to provide DevOps teams, Networking Professionals, and Cloud Enthusiasts with the practical knowledge and skills required to set up and operate a robust service mesh with Linkerd. The book begins by demystifying the concept of service meshes, building a solid basis with an analysis of their evolution, key concepts, and the issues they face in modern cloud-native systems. It digs into Linkerd's architecture, explaining its components, features, and the seamless orchestration of microservices communication that it enables. As readers progress through the chapters, they are taken step by step through the installation and configuration of Linkerd. The book focuses on actual implementation, guiding readers through imperative and declarative methods to ensure a complete comprehension of the setup process. The following chapters cover advanced subjects such as safeguarding interservice communications, configuring secure multi-cluster links, and implementing zero-trust authorization schemes in Kubernetes clusters. Topics includes how to organize services within Linkerd, manage error handling, retries, and timeouts, and implement effective multi-cluster communication and rollout strategies. A key chapter is about Rust programming, emphasizing its importance in developing efficient and secure micro proxies. Readers learn how to construct, integrate, and optimize these proxies to improve their service mesh deployment. | |
Разместил: Ingvar16 Вчера, 11:47 | Комментарии: 0 | Подробнее
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