Litgu.ru - Литературный Гуру

Название: Deep Learning on Microcontrollers: Learn how to develop embedded AI applications using TinyML
Автор: Atul Krishna Gupta, Siva Prasad Nandyala
Издательство: BPB Publications
Год: 2023
Страниц: 301
Язык: английский
Формат: epub (true)
Размер: 12.2 MB

A step-by-step guide that will teach you how to deploy TinyML on microcontrollers. TinyML, or Tiny Machine Learning, is used to enable machine learning on resource-constrained devices, such as microcontrollers and embedded systems. If you want to leverage these low-cost, low-power but strangely powerful devices, then this book is for you. This book aims to increase accessibility to TinyML applications, particularly for professionals who lack the resources or expertise to develop and deploy them on microcontroller-based boards. The book starts by giving a brief introduction to Artificial Intelligence, including classical methods for solving complex problems. It also familiarizes you with the different ML model development and deployment tools, libraries, and frameworks suitable for embedded devices and microcontrollers. The book will then help you build an Air gesture digit recognition system using the Arduino Nano RP2040 board and an AI project for recognizing keywords using the Syntiant TinyML board.

Название: Modern Computational Techniques for Engineering Applications
Автор: Krishan Arora, Vikram Kumar, Deepak Prashar
Издательство: CRC Press
Год: 2024
Страниц: 229
Язык: английский
Формат: pdf (true)
Размер: 42.3 MB

Modern Computational Techniques for Engineering Applications presents recent computational techniques used in the advancement of modern grids with the integration of non-conventional energy sources like wind and solar energy. It covers data analytics tools for smart cities, smart towns, and smart computing for sustainable development. The book comprehensively introduces modern computational techniques, starting from basic tools to highly advanced procedures, and their applications. It further highlights artificial neural networks, fuzzy systems, Machine Learning, and Artificial Intelligence techniques and how they form the basis for algorithms. It presents application-based case studies on cloud computing, optimization methods, blockchain technology, fog and edge computing, and the Industrial Internet of Things. It will be a valuable resource for senior undergraduates, graduate students, and academic researchers in diverse fields, including electrical engineering, electronics and communications engineering, and computer engineering.

Название: Applied Linear Regression for Business Analytics with R: A Practical Guide to Data Science with Case Studies
Автор: Daniel P. McGibney
Издательство: Springer
Год: 2023
Страниц: 286
Язык: английский
Формат: pdf
Размер: 10.1 MB

Applied Linear Regression for Business Analytics with R introduces regression analysis to business students using the R programming language with a focus on illustrating and solving real-time, topical problems. Specifically, this book presents modern and relevant case studies from the business world, along with clear and concise explanations of the theory, intuition, hands-on examples, and the coding required to employ regression modeling. Each chapter includes the mathematical formulation and details of regression analysis and provides in-depth practical analysis using the R programming language. In modern statistics, the fundamental concepts of linear regression have changed little over the past decades. More work has been done to develop and expand on these existing concepts, and regression continues to be an active area of research. Today, many linear regression methods are broadly considered Machine Learning or, even more broadly, Artificial Intelligence. Traditional linear regression analysis can be used to make predictions and inferential understanding.

Название: Cluster API and Declarative Kubernetes Management: The Modern Way to Manage and Run Containers at Scale in Production
Автор: Tenry Fu and Saad Malik
Издательство: O’Reilly Media, Inc.
Год: 2022-07-15
Язык: английский
Формат: pdf, epub, mobi
Размер: 10.2 MB

Although Kubernetes continues to be today's dominant container orchestration tool, running and managing Kubernetes is no easy task. Setting up and maintaining a Kubernetes cluster alone is complicated, and inconsistencies between various Kubernetes providers often compound the problem. This report introduces Cluster API, an open source CNCF project to bring declarative, Kubernetes-style APIs to cluster creation, configuration, and management. In this report, Spectro Cloud cofounders Tenry Fu and Saad Malik evaluate Cluster API's role as the foundation for holistic modern container management. IT operations and DevOps teams will explore the evolution of Kubernetes management approaches and learn how Cluster API can drive consistency and improve operational efficiency.

Название: Software Architecture Patterns: Understanding Common Architectural Styles and When to Use Them, 2nd Edition
Автор: Mark Richards
Издательство: O’Reilly Media, Inc.
Год: 2022-07-29
Страниц: 92
Язык: английский
Формат: pdf, epub
Размер: 10.2 MB

The success of any software application or system depends on the architecture style you use. This updated report presents several common architecture styles to guide designers and developers on how to design components and to help you determine the ways in which those components should interact. Author Mark Richards takes a deep dive into many common software architecture styles. Each chapter includes a full explanation of how a particular style works, outlines its benefits and considerations, and describes the circumstances and conditions the style was designed to address. This report also presents an analysis of and scorecard for each style based on several architecture and software development quality attributes.

Название: Designing Applications for Google Cloud Platform: Create and Deploy Applications Using Java
Автор: Ashutosh Shashi
Издательство: Apress
Год: 2023
Страниц: 257
Язык: английский
Формат: pdf
Размер: 10.2 MB

Learn how to use Google Cloud Platform (GCP) and its services to design, build, and deploy applications. This book includes best practices, practical examples, and code snippets written in Java, making it a key resource for developers seeking hands-on experience with GCP. This practical guide will provide developers and architects with the tools and knowledge they need to design and build applications on GCP using Java. Through this book, I hope readers overcome any challenges they encounter when using GCP and that they gain the confidence and skills they need to build robust and scalable Java applications. You'll begin with an introduction to GCP services and a review of what Java offers while developing applications for GCP. Next, you'll be walked through how to set up Google App Engine, Google Storage Cloud, and Google Cloud SQL with use cases, as well as application development and deployment.

Название: Hands-On Augmented Reality Development with Meta Spark Studio: A Beginner’s Guide
Автор: Jaleh Afshar
Издательство: Apress
Год: 2023
Страниц: 229
Язык: английский
Формат: pdf
Размер: 10.1 MB

Build augmented reality effects using Spark AR focusing on practical, project-based learning. With access to this technology being available in nearly every smartphone, the world of AR is expanding every day. Now is a great time to tell your creative story through this new medium. We will begin by learning the fundamentals of augmented reality, become familiar with key terminology, and discover the use cases this technology is most effective for. Using that foundational knowledge, we will learn how to make selfie effects, create virtual objects in the real world, and build games that respond to facial expressions and physical inputs. On completing the book, you will learn to ship effects publicly, to market their effects, and to create effects which are inclusive to their audience and have real user value.

Название: Generative AI: How ChatGPT and Other AI Tools Will Revolutionize Business
Автор: Tom Taulli
Издательство: Apress
Год: 2023
Страниц: 210
Язык: английский
Формат: pdf
Размер: 10.2 MB

This book will show how generative technology works and the drivers. It will also look at the applications – showing what various startups and large companies are doing in the space. There will also be a look at the challenges and risk factors. During the past decade, companies have spent billions on AI. But the focus has been on applying the technology to predictions – which is known as analytical AI. It can mean that you receive TikTok videos that you cannot resist. Or analytical AI can fend against spam or fraud or forecast when a package will be delivered. While such things are beneficial, there is much more to AI. The next megatrend will be leveraging the technology to be creative. For example, you could take a book and an AI model will turn it into a movie – at very little cost. This is all part of generative AI. It’s still in the nascent stages but it is progressing quickly. Generative AI can already create engaging blog posts, social media messages, beautiful artwork and compelling videos. Auto Code Generation: The technology may not necessarily replace coders. Instead, it will allow for pair programming. Think of the AI as a valuable assistant. In other words, this can greatly increase the productivity of existing IT staffs. Usually, an AI code generation system is plugged into an IDE or Integrated Development Environment.

Название: Build Mobile Apps with SwiftUI and Firebase: Learn SwiftUI and Firebase by Building Real-World Applications Communicating with a Backend
Автор: Sullivan De Carli
Издательство: Apress
Год: 2023
Страниц: 145
Язык: английский
Формат: pdf (true), epub
Размер: 18.3 MB

Create a mobile app for Apple platforms using SwiftUI in conjunction with Google’s Firebase backend to post and retrieve data, authenticate users, and store data securely. You’ll use SwiftUI to create an engaging and aesthetically appealing user interface that meets the expectations of iOS users while leveraging the power of Google’s Firebase to securely and seamlessly work with your backend data. With an intro to Xcode and SwiftUI, followed by tutorials on how build an app with Firestore, Firebase Storage, and the Authenticate framework, you'll find everything you need to build a complete iOS application. You’ll begin with an introduction to Firebase and an overview of how to use Xcode and write code in SwiftUI. Then dive into two real-life projects where you'll build a note application and a social media application. With these projects, you'll see how to post, read, edit, and delete data using Firestore. You'll also upload large assets, such as pictures, to Firebase Storage, and we will also authenticate users with email and Sign in with Apple. On the backend, you'll learn how to structure our data, secure it, and also use third-party extensions to enhance the user experience.

Название: Метаобучение. Применение в AutoML и науке о данных
Автор: Павел Браздил, Ян ван Рейн, Карлос Соарес
Издательство: ДМК-Пресс
Год: 2023
Страниц: 432
Язык: русский
Формат: pdf
Размер: 11.6 MB

Метаобучение – одна из самых быстрорастущих областей исследований в области машинного обучения (МО) – изучает методы получения эффективных моделей и решений путем адаптации процессов МО и интеллектуального анализа данных. Для адаптации обычно применяют информацию из опыта решения других задач, а адаптивные процессы могут использовать подходы МО. AutoML занимается автоматизацией процессов машинного обучения и является очень актуальной темой, напрямую связанной с метаобучением. Метаобучение и AutoML помогают искусственному интеллекту научиться выбирать наиболее подходящие методы самообучения и быстрее находить новые решения без вмешательства пользователя. Издание адресовано исследователям в области машинного обучения, интеллектуального анализа данных и искусственного интеллекта, а также может быть полезно студентам и аспирантам.