Название: Data Analytics, Computational Statistics, and Operations Research for Engineers: Methodologies and Applications
Автор: Debabrata Samanta, SK Hafzul Islam, Naveen Chilamkurti
Издательство: CRC Press
Год: 2022
Страниц: 275
Язык: английский
Формат: pdf (true), epub (true)
Размер: 15.8 MB

With the rapidly advancing fields of Data Analytics and Computational Statistics, it’s important to keep up with current trends, methodologies, and applications. This book investigates the role of data mining in computational statistics for Machine Learning. It offers applications that can be used in various domains and examines the role of transformation functions in optimizing problem statements. Data Analytics, Computational Statistics, and Operations Research for Engineers: Methodologies and Applications presents applications of computationally intensive methods, inference techniques, and survival analysis models. It discusses how data mining extracts information and how Machine Learning improves the computational model based on the new information. Numerous programming languages work along with ML involving Python, R, Java, and javascript. Python is the popular choice for many developers because of its Tensor Flow library, which helps to give a comprehensive ecosystem of ML tools.

Название: Bloom Filter: A Data Structure for Computer Networking, Big Data, Cloud Computing, Internet of Things, Bioinformatics and Beyond
Автор: Ripon Patgiri, Sabuzima Nayak, Naresh Babu Muppalaneni
Издательство: Academic Press/Elsevier
Год: 2023
Страниц: 230
Язык: английский
Формат: pdf (true), epub
Размер: 18.3 MB

Bloom Filter: A Data Structure for Computer Networking, Big Data, Cloud Computing, Internet of Things, Bioinformatics, and Beyond focuses on both the theory and practice of the most emerging areas for Bloom filter application, including Big Data, Cloud Computing, Internet of Things, and Bioinformatics. Sections provide in-depth insights on structure and variants, focus on its role in computer networking, and discuss applications in various research domains, such as Big Data, Cloud Computing, and Bioinformatics. Since its inception, the Bloom Filter has been extensively experimented with and developed to enhance system performance such as web cache. Bloom Filter is a simple data structure for membership filtering. It has a simple architecture and operations with high performance.

Название: The Feel of Algorithms
Автор: Мinnа Ruсkеnstаin
Издательство: University of California Press
Год: 2023
Страниц: 241
Язык: английский
Формат: pdf (true), epub, mobi
Размер: 10.2 MB

Why do we feel excited, afraid, and frustrated by algorithms? The Feel of Algorithms brings relatable first-person accounts of what it means to experience algorithms emotionally alongside interdisciplinary social science research, to reveal how political and economic processes are felt in the everyday. People’s algorithm stories might fail to separate fact and misconception, and circulate wishful, erroneous, or fearful views of digital technologies. Yet rather than treating algorithmic folklore as evidence of ignorance, this novel book explains why personal anecdotes are an important source of algorithmic knowledge. Minna Ruckenstein argues that we get to know algorithms by feeling their actions and telling stories about them.

Название: Разберись в Data Science: как освоить науку о данных и научиться думать как эксперт
Автор: Aлeкc Дж. Гaтмaн, Джopдaн Гoлдмeйep
Издательство: Эксмо
Год: 2023
Страниц: 296
Язык: русский
Формат: pdf, fb2, epub
Размер: 12.3 MB

Перед вами исчерпывающее руководство по основам Data Science. С помощью него вы сможете научиться мыслить статистически и понимать, какую роль в вашей работе играет аналитика, пользоваться языком науки о данных, избегать распространенных ошибок при работе с ними и, наконец, разобраться в полезных инструментах, которые используют эксперты. В этой книге вы познакомитесь с инструментами, терминами и образом мышления, необходимыми для навигации по промышленному комплексу науки о данных. Вы научитесь понимать данные и связанные с ними проблемы на более глубоком уровне, критически относиться к данным и результатам, с которыми сталкиваетесь, а также разумно говорить обо всем, что касается данных. Короче говоря, вы станете главным по данным. Многие полагают, что «традиционная» аналитика, большие данные и искусственный интеллект (ИИ) – это отдельные явления. Однако авторы книги «Разберись в Data Science» справедливо считают, что эти вещи тесно связаны друг с другом.

Название: Big Data Marketing Strategies for Superior Customer Experience
Автор: Jоsе Rаmоn Sаurа
Издательство: IGI Global
Год: 2023
Страниц: 372
Язык: английский
Формат: epub (true)
Размер: 17.3 MB

The rapid growth of technological developments on the internet has led many companies to adapt their businesses to the digital ecosystem and implement new methods and techniques to improve the users' experiences and their analytical strategies. Moreover, in the past few years, the digital ecosystem has been chosen as the main channel used by consumers for the purchase of goods and services. As a result, digital marketing and online advertising have become the main strategies used by companies in their marketing actions. Advertising can be designed and shown considering users' interests based on what they visit or where they go. That implies that the user experience is improved as long as they receive personalized adverts focused on what they were curious or concerned about. Thus, techniques such as Artificial Intelligence (AI), data mining, or business intelligence have allowed companies to act accordingly in real-time without user perception. Big Data Marketing Strategies for Superior Customer Experience compiles and studies the major practices and case studies of Big Data marketing in recent years. In this digital era, this book can be used as a sourcebook on study cases focused on digital marketing strategies as well as the identification of new technologies that will help the development of initiatives and practices focused on marketing and Data Sciences.

Название: Educational Data Science: Essentials, Approaches, and Tendencies: Proactive Education based on Empirical Big Data Evidence
Автор: Аlеjаndrо Реnа-Ауаlа
Издательство: Springer
Серия: Big Data Management
Год: 2023
Страниц: 298
Язык: английский
Формат: pdf (true), epub
Размер: 33.3 MB

This book describes theoretical elements, practical approaches, and specialized tools that systematically organize, characterize, and analyze Big Data gathered from educational affairs and settings. Moreover, the book shows several inference criteria to leverage and produce descriptive, explanatory, and predictive closures to study and understand education phenomena at in classroom and online environments. This is why diverse researchers and scholars contribute with valuable chapters to ground with well-–sounded theoretical and methodological constructs in the novel field of Educational Data Science (EDS), which examines academic Big Data repositories, as well as to introduces systematic reviews, reveals valuable insights, and promotes its application to extend its practice.

Название: 6G-Enabled IoT and AI for Smart Healthcare: Challenges, Impact, and Analysis
Автор: Аshish Кumаr, Rаchnа Jаin, Мееnu Guрtа
Издательство: CRC Press
Год: 2023
Страниц: 267
Язык: английский
Формат: pdf (true)
Размер: 10.06 MB

In today’s era, there is a need for a system that can automate the process of treatment for the patient if medical facilities are out of reach. Smart healthcare can step in to make the patient more self-dependent. 6G with its features can be seen as the future of smart healthcare with IoT and AI. 6G-Enabled IoT and AI for Smart Healthcare: Challenges, Impact, and Analysis offers the fundamentals, history, reality, and challenges faced in the smart healthcare industry today. It discusses the concepts, tools, and techniques of smart healthcare as well as the analysis used. The book details the role that machine learning-based deep learning and 6G-enabled IoT concepts play in the automation of smart healthcare systems. The book goes on to presents applications of smart healthcare through various real-world examples and includes chapters on security and privacy in the 6G-enabled and IoT environment, as well as research on the future prospects of the smart healthcare industry. A completely AI-driven communication network will be 6G. Using 6G, every component of network transmission would be smarter, enabling it to make decisions on its own when necessary. With 6G, the entire planet will be covered, which includes air, space, as well as the ocean. This is only possible by “intelligent AI” being created from the various communication components.

Название: Fast Python: High performance techniques for large datasets (Final Release)
Автор: Тiаgо Rоdriquеs Аntао
Издательство: Manning Publications
Год: 2023
Страниц: 304
Язык: английский
Формат: pdf (true)
Размер: 10.2 MB

Master Python techniques and libraries to reduce run times, efficiently handle huge datasets, and optimize execution for complex Machine Learning applications. The purpose of this book is to help you write more efficient applications in the Python ecosystem. By more efficient, I mean that your code will use fewer CPU cycles, less storage space, and less network communication. The book takes a holistic approach to the problem of performance. We not only discuss code optimization techniques in pure Python, but we also consider the efficient use of widely used data libraries, like NumPy and Pandas. Because Python is not sufficiently performant in some cases, we also consider Cython when we need more speed. In line with this holistic approach, we also discuss the impact of hardware on code design: we analyze the impact of modern computer architectures on algorithm performance. We also examine the effect of network architectures on efficiency, and we explore the usage of GPU computing for fast data analysis. Fast Python is your guide to optimizing every part of your Python-based data analysis process, from the pure Python code you write to managing the resources of modern hardware and GPUs.

Название: Convergence of Blockchain, AI and IoT: A Digital Platform
Автор: B. Balamurugan, T. Poongodi, M.R. Manu
Издательство: CRC Press
Год: 2023
Страниц: 203
Язык: английский
Формат: pdf (true)
Размер: 15.8 MB

Convergence of Blockchain, AI and IoT: A Digital Platform discusses the convergence of three powerful technologies that play into the digital revolution and blur the lines between biological, digital, and physical objects. This book covers novel algorithms, solutions for addressing issues in applications, security, authentication, and privacy. The entities in the Internet of Things (IoT) require diverse sets of standards and protocols to enable communication over a network. The communication technologies include RFID (radio frequency identification), NFC (nearfield communication), Bluetooth, Zigbee, Wi-Fi, etc. and are meant for short- , medium- and long- range communication. The architectural framework integrates components for their seamless cooperation among each other to solve complex tasks. AI systems are capable of learning which facilitates improvements of their performance over time. AI tools include Machine Learning, predictive analysis and Deep Learning, which increase the ability for learning, reasoning, thinking and decision-making.

Название: IoT Enabled Computer-Aided Systems for Smart Buildings
Автор: Gоnсаlо Маrquеs, Jаgriti Sаini, Маitrеуее Duttа
Издательство: Springer
Год: 2023
Страниц: 173
Язык: английский
Формат: pdf
Размер: 10.2 MB

This book focuses on the integration of IoT and computer aided systems for the development of smart buildings. The scope of the book includes, but is not restricted to, advanced technologies for monitoring, energy management, smart gardening, protection, safety, assisted living, and intelligent operations. The authors cover the wide aspects of interconnected smart services with convenient interfacing to the end-users. The features of this book include discussion on various aspects of IoT and computer aided systems for smart architecture designs and innovative object interconnections. The book also provides highlights on the applications of IoT in the development of intelligent structures for technology-enabled lifestyles. Furthermore, it provides prominent scopes for future inventions in the field of electrical engineering, building system management, and computer-aided advancements. The content of this book is useful to graduate and post-graduate students, researchers, and professionals working on the concept of smart building, smart city, and smart environments.