Anomaly Detection and Complex Event Processing Over IoT Data Streams

Anomaly Detection and Complex Event Processing Over IoT Data Streams
Author: Patrick Schneider,Fatos Xhafa
Publsiher: Academic Press
Total Pages: 406
Release: 2022-01-21
ISBN 10: 0128238194
ISBN 13: 9780128238196
Language: EN, FR, DE, ES & NL

Anomaly Detection and Complex Event Processing Over IoT Data Streams Book Review:

Anomaly Detection and Complex Event Processing over IoT Data Streams: With Application to eHealth and Patient Data Monitoring presents advanced processing techniques for IoT data streams and the anomaly detection algorithms over them. The book brings new advances and generalized techniques for processing IoT data streams, semantic data enrichment with contextual information at Edge, Fog and Cloud as well as complex event processing in IoT applications. The book comprises fundamental models, concepts and algorithms, architectures and technological solutions as well as their application to eHealth. Case studies, such as the bio-metric signals stream processing are presented –the massive amount of raw ECG signals from the sensors are processed dynamically across the data pipeline and classified with modern machine learning approaches including the Hierarchical Temporal Memory and Deep Learning algorithms. The book discusses adaptive solutions to IoT stream processing that can be extended to different use cases from different fields of eHealth, to enable a complex analysis of patient data in a historical, predictive and even prescriptive application scenarios. The book ends with a discussion on ethics, emerging research trends, issues and challenges of IoT data stream processing. Provides the state-of-the-art in IoT Data Stream Processing, Semantic Data Enrichment, Reasoning and Knowledge Covers extraction (Anomaly Detection) Illustrates new, scalable and reliable processing techniques based on IoT stream technologies Offers applications to new, real-time anomaly detection scenarios in the health domain

Data Semantic Enrichment for Complex Event Processing Over IoT Data Streams

Data Semantic Enrichment for Complex Event Processing Over IoT Data Streams
Author: Patrick Schneider
Publsiher: Unknown
Total Pages: 135
Release: 2019
ISBN 10: 1928374650XXX
ISBN 13: OCLC:1224095294
Language: EN, FR, DE, ES & NL

Data Semantic Enrichment for Complex Event Processing Over IoT Data Streams Book Review:

This thesis generalizes techniques for processing IoT data streams, semantically enrich data with contextual information, as well as complex event processing in IoT applications. A case study for ECG anomaly detection and signal classification was conducted to validate the knowledge foundation.

Advances in Edge Computing Massive Parallel Processing and Applications

Advances in Edge Computing  Massive Parallel Processing and Applications
Author: F. Xhafa,A.K. Sangaiah
Publsiher: IOS Press
Total Pages: 324
Release: 2020-03-10
ISBN 10: 1643680633
ISBN 13: 9781643680637
Language: EN, FR, DE, ES & NL

Advances in Edge Computing Massive Parallel Processing and Applications Book Review:

The rapid advance of Internet of Things (IoT) technologies has resulted in the number of IoT-connected devices growing exponentially, with billions of connected devices worldwide. While this development brings with it great opportunities for many fields of science, engineering, business and everyday life, it also presents challenges such as an architectural bottleneck – with a very large number of IoT devices connected to a rather small number of servers in Cloud data centers – and the problem of data deluge. Edge computing aims to alleviate the computational burden of the IoT for the Cloud by pushing some of the computations and logics of processing from the Cloud to the Edge of the Internet. It is becoming commonplace to allocate tasks and applications such as data filtering, classification, semantic enrichment and data aggregation to this layer, but to prevent this new layer from itself becoming another bottleneck for the whole computing stack from IoT to the Cloud, the Edge computing layer needs to be capable of implementing massively parallel and distributed algorithms efficiently. This book, Advances in Edge Computing: Massive Parallel Processing and Applications, addresses these challenges in 11 chapters. Subjects covered include: Fog storage software architecture; IoT-based crowdsourcing; the industrial Internet of Things; privacy issues; smart home management in the Cloud and the Fog; and a cloud robotic solution to assist medical applications. Providing an overview of developments in the field, the book will be of interest to all those working with the Internet of Things and Edge computing.

IoT based Intelligent Modelling for Environmental and Ecological Engineering

IoT based Intelligent Modelling for Environmental and Ecological Engineering
Author: Paul Krause,Fatos Xhafa
Publsiher: Springer Nature
Total Pages: 308
Release: 2021-05-31
ISBN 10: 3030711722
ISBN 13: 9783030711726
Language: EN, FR, DE, ES & NL

IoT based Intelligent Modelling for Environmental and Ecological Engineering Book Review:

This book brings to readers thirteen chapters with contributions to the benefits of using IoT and Cloud Computing to agro-ecosystems from a multi-disciplinary perspective. IoT and Cloud systems have prompted the development of a Cloud digital ecosystem referred to as Cloud-to-thing continuum computing. The key success of IoT computing and the Cloud digital ecosystem is that IoT can be integrated seamlessly with the physical environment and therefore has the potential to leverage innovative services in agro-ecosystems. Areas such as ecological monitoring, agriculture, and biodiversity constitute a large area of potential application of IoT and Cloud technologies. In contrast to traditional agriculture systems that have employed aggressive policies to increase productivity, new agro-ecosystems aim to increase productivity but also achieve efficiency and competitiveness in modern sustainable agriculture and contribute, more broadly, to the green economy and sustainable food-chain industry. Fundamental research as well as concrete applications from various real-life scenarios, such as smart farming, precision agriculture, green agriculture, sustainable livestock and sow farming, climate threat, and societal and environmental impacts, is presented. Research issues and challenges are also discussed towards envisioning efficient and scalable solutions to agro-ecosystems based on IoT and Cloud technologies. Our fundamental belief is that we can collectively trigger a new revolution that will transition agriculture into an equable system that not only feeds the world, but also contributes to mitigating the climate change and biodiversity crises that our historical actions have triggered.

Fog Computing

Fog Computing
Author: Assad Abbas,Samee U. Khan,Albert Y. Zomaya
Publsiher: John Wiley & Sons
Total Pages: 608
Release: 2020-04-21
ISBN 10: 1119551692
ISBN 13: 9781119551690
Language: EN, FR, DE, ES & NL

Fog Computing Book Review:

Summarizes the current state and upcoming trends within the area of fog computing Written by some of the leading experts in the field, Fog Computing: Theory and Practice focuses on the technological aspects of employing fog computing in various application domains, such as smart healthcare, industrial process control and improvement, smart cities, and virtual learning environments. In addition, the Machine-to-Machine (M2M) communication methods for fog computing environments are covered in depth. Presented in two parts—Fog Computing Systems and Architectures, and Fog Computing Techniques and Application—this book covers such important topics as energy efficiency and Quality of Service (QoS) issues, reliability and fault tolerance, load balancing, and scheduling in fog computing systems. It also devotes special attention to emerging trends and the industry needs associated with utilizing the mobile edge computing, Internet of Things (IoT), resource and pricing estimation, and virtualization in the fog environments. Includes chapters on deep learning, mobile edge computing, smart grid, and intelligent transportation systems beyond the theoretical and foundational concepts Explores real-time traffic surveillance from video streams and interoperability of fog computing architectures Presents the latest research on data quality in the IoT, privacy, security, and trust issues in fog computing Fog Computing: Theory and Practice provides a platform for researchers, practitioners, and graduate students from computer science, computer engineering, and various other disciplines to gain a deep understanding of fog computing.

Handbook of Research on Investigations in Artificial Life Research and Development

Handbook of Research on Investigations in Artificial Life Research and Development
Author: Habib, Maki
Publsiher: IGI Global
Total Pages: 501
Release: 2018-06-08
ISBN 10: 1522553975
ISBN 13: 9781522553977
Language: EN, FR, DE, ES & NL

Handbook of Research on Investigations in Artificial Life Research and Development Book Review:

Research on artificial life is critical to solving various dynamic obstacles individuals face on a daily basis. From electric wheelchairs to navigation, artificial life can play a role in improving both the simple and complex aspects of civilian life. The Handbook of Research on Investigations in Artificial Life Research and Development is a vital scholarly reference source that examines emergent research in handling real-world problems through the application of various computation technologies and techniques. Examining topics such as computational intelligence, multi-agent systems, and fuzzy logic, this publication is a valuable resource for academicians, scientists, researchers, and individuals interested in artificial intelligence developments.

Advances on P2P Parallel Grid Cloud and Internet Computing

Advances on P2P  Parallel  Grid  Cloud and Internet Computing
Author: Fatos Xhafa,Fang-Yie Leu,Massimo Ficco,Chao-Tung Yang
Publsiher: Springer
Total Pages: 511
Release: 2018-10-16
ISBN 10: 3030026078
ISBN 13: 9783030026073
Language: EN, FR, DE, ES & NL

Advances on P2P Parallel Grid Cloud and Internet Computing Book Review:

This book presents the latest research findings, as well as innovative theoretical and practical research results, methods and development techniques related to P2P, grid, cloud and Internet computing. It also reveals the synergies among such large scale computing paradigms. P2P, Grid, Cloud and Internet computing technologies have rapidly become established as breakthrough paradigms for solving complex problems by enabling aggregation and sharing of an increasing variety of distributed computational resources on a large scale. Grid computing originated as a paradigm for high-performance computing, offering an alternative to expensive supercomputers through different forms of large-scale distributed computing. P2P computing emerged as a new paradigm following on from client-server and web-based computing and has proved useful in the development of social networking, B2B (Business to Business), B2C (Business to Consumer), B2G (Business to Government), and B2E (Business to Employee). Cloud computing has been described as a “computing paradigm where the boundaries of computing are determined by economic rationale rather than technical limits”. Cloud computing has fast become the computing paradigm with applicability and adoption in all domains and providing utility computing at large scale. Lastly, Internet computing is the basis of any large-scale distributed computing paradigm; it has very quickly developed into a vast and flourishing field with enormous impact on today’s information societies and serving as a universal platform comprising a large variety of computing forms such as grid, P2P, cloud and mobile computing.

The Semantic Web ESWC 2018 Satellite Events

The Semantic Web  ESWC 2018 Satellite Events
Author: Aldo Gangemi,Anna Lisa Gentile,Andrea Giovanni Nuzzolese,Sebastian Rudolph,Maria Maleshkova,Heiko Paulheim,Jeff Z Pan,Mehwish Alam
Publsiher: Springer
Total Pages: 493
Release: 2018-08-01
ISBN 10: 3319981927
ISBN 13: 9783319981925
Language: EN, FR, DE, ES & NL

The Semantic Web ESWC 2018 Satellite Events Book Review:

This book constitutes the thoroughly refereed post-conference proceedings of the Satellite Events of the 15th Extended Semantic Web Conference, ESWC 2018, held in Heraklion, Crete, Greece, in June 2018. The volume contains 41 poster and demonstration papers, 11 invited workshop papers, and 9 full papers, selected out of a total of 70 submissions. They deal with all areas of semantic web research, semantic technologies on the Web and Linked Data.

Building Enterprise IoT Applications

Building Enterprise IoT Applications
Author: Chandrasekar Vuppalapati
Publsiher: CRC Press
Total Pages: 442
Release: 2019-12-12
ISBN 10: 0429508697
ISBN 13: 9780429508691
Language: EN, FR, DE, ES & NL

Building Enterprise IoT Applications Book Review:

McKinsey Global Institute predicts Internet of Things (IoT) could generate up to $11.1 trillion a year in economic value by 2025. Gartner Research Company expects 20 billion inter-connected devices by 2020 and, as per Gartner, the IoT will have a significant impact on the economy by transforming many enterprises into digital businesses and facilitating new business models, improving efficiency and increasing employee and customer engagement. It’s clear from above and our research that the IoT is a game changer and will have huge positive impact in foreseeable future. In order to harvest the benefits of IoT revolution, the traditional software development paradigms must be fully upgraded. The mission of our book, is to prepare current and future software engineering teams with the skills and tools to fully utilize IoT capabilities. The book introduces essential IoT concepts from the perspectives of full-scale software development with the emphasis on creating niche blue ocean products. It also: Outlines a fundamental full stack architecture for IoT Describes various development technologies in each IoT layer Explains IoT solution development from Product management perspective Extensively covers security and applicable threat models as part of IoT stack The book provides details of several IoT reference architectures with emphasis on data integration, edge analytics, cluster architectures and closed loop responses.

Robotics and AI for Cybersecurity and Critical Infrastructure in Smart Cities

Robotics and AI for Cybersecurity and Critical Infrastructure in Smart Cities
Author: Nadia Nedjah,Ahmed A. Abd El-Latif,Brij B. Gupta,Luiza M. Mourelle
Publsiher: Springer Nature
Total Pages: 262
Release: 2022-03-28
ISBN 10: 3030967379
ISBN 13: 9783030967376
Language: EN, FR, DE, ES & NL

Robotics and AI for Cybersecurity and Critical Infrastructure in Smart Cities Book Review:

This book bridges principles and real-world applications, while also providing thorough theory and technology for the development of artificial intelligence and robots. A lack of cross-pollination between AI and robotics research has led to a lack of progress in both fields. Now that both technologies have made significant strides, there is increased interest in combining the two domains in order to create a new integrated AI and robotics trend. In order to achieve wiser urbanization and more sustainable development, AI in smart cities will play a significant part in equipping the cities with advanced features that will allow residents to safely move about, stroll, shop, and enjoy a more comfortable way of life. If you are a student, researcher, engineer, or professional working in this field, or if you are just curious in the newest advancements in robotics and artificial intelligence for cybersecurity, this book is for you!

Big Data in Bioeconomy

Big Data in Bioeconomy
Author: Caj Södergård,Tomas Mildorf,Ephrem Habyarimana,Arne J. Berre,Jose A. Fernandes,Christian Zinke-Wehlmann
Publsiher: Springer Nature
Total Pages: 423
Release: 2021-08-13
ISBN 10: 3030710696
ISBN 13: 9783030710699
Language: EN, FR, DE, ES & NL

Big Data in Bioeconomy Book Review:

This edited open access book presents the comprehensive outcome of The European DataBio Project, which examined new data-driven methods to shape a bioeconomy. These methods are used to develop new and sustainable ways to use forest, farm and fishery resources. As a European initiative, the goal is to use these new findings to support decision-makers and producers – meaning farmers, land and forest owners and fishermen. With their 27 pilot projects from 17 countries, the authors examine important sectors and highlight examples where modern data-driven methods were used to increase sustainability. How can farmers, foresters or fishermen use these insights in their daily lives? The authors answer this and other questions for our readers. The first four parts of this book give an overview of the big data technologies relevant for optimal raw material gathering. The next three parts put these technologies into perspective, by showing useable applications from farming, forestry and fishery. The final part of this book gives a summary and a view on the future. With its broad outlook and variety of topics, this book is an enrichment for students and scientists in bioeconomy, biodiversity and renewable resources.

Modeling and Processing for Next Generation Big Data Technologies

Modeling and Processing for Next Generation Big Data Technologies
Author: Fatos Xhafa,Leonard Barolli,Admir Barolli,Petraq Papajorgji
Publsiher: Springer
Total Pages: 516
Release: 2014-11-04
ISBN 10: 3319091778
ISBN 13: 9783319091778
Language: EN, FR, DE, ES & NL

Modeling and Processing for Next Generation Big Data Technologies Book Review:

This book covers the latest advances in Big Data technologies and provides the readers with a comprehensive review of the state-of-the-art in Big Data processing, analysis, analytics, and other related topics. It presents new models, algorithms, software solutions and methodologies, covering the full data cycle, from data gathering to their visualization and interaction, and includes a set of case studies and best practices. New research issues, challenges and opportunities shaping the future agenda in the field of Big Data are also identified and presented throughout the book, which is intended for researchers, scholars, advanced students, software developers and practitioners working at the forefront in their field.

Proceedings of Data Analytics and Management

Proceedings of Data Analytics and Management
Author: Deepak Gupta,Zdzislaw Polkowski,Ashish Khanna,Siddhartha Bhattacharyya,Oscar Castillo
Publsiher: Springer Nature
Total Pages: 859
Release: 2021-11-21
ISBN 10: 9811662851
ISBN 13: 9789811662850
Language: EN, FR, DE, ES & NL

Proceedings of Data Analytics and Management Book Review:

This book includes original unpublished contributions presented at the International Conference on Data Analytics and Management (ICDAM 2021), held at Jan Wyzykowski University, Poland, during June 2021. The book covers the topics in data analytics, data management, big data, computational intelligence, and communication networks. The book presents innovative work by leading academics, researchers, and experts from industry which is useful for young researchers and students.

Big Data Analytics and Knowledge Discovery

Big Data Analytics and Knowledge Discovery
Author: Sanjay Madria,Takahiro Hara
Publsiher: Springer
Total Pages: 391
Release: 2016-08-05
ISBN 10: 3319439464
ISBN 13: 9783319439464
Language: EN, FR, DE, ES & NL

Big Data Analytics and Knowledge Discovery Book Review:

This book constitutes the refereed proceedings of the 18th International Conference on Data Warehousing and Knowledge Discovery, DaWaK 2016, held in Porto, Portugal, September 2016. The 25 revised full papers presented were carefully reviewed and selected from 73 submissions. The papers are organized in topical sections on Mining Big Data, Applications of Big Data Mining, Big Data Indexing and Searching, Big Data Learning and Security, Graph Databases and Data Warehousing, Data Intelligence and Technology.

Intelligent Computing Paradigm and Cutting edge Technologies

Intelligent Computing Paradigm and Cutting edge Technologies
Author: Lakhmi C. Jain,Sheng-Lung Peng,Basim Alhadidi,Souvik Pal
Publsiher: Springer Nature
Total Pages: 478
Release: 2020-01-02
ISBN 10: 3030385019
ISBN 13: 9783030385019
Language: EN, FR, DE, ES & NL

Intelligent Computing Paradigm and Cutting edge Technologies Book Review:

This book discusses fundamental and high-level concepts relating to intelligent computing and communications in the context of distributed computing, big data, high performance computing and the Internet of Things. It is becoming increasingly important to develop adaptive, intelligent, computing-centric, energy-aware, secure and privacy-aware mechanisms in high-performance computing and IoT applications. Serving as a useful guide for researchers and practitioners working in the field of information technology and computer science, the book also appeals to beginners wanting to learn more about the better computing paradigm. In addition, it provides a platform for researchers, engineers, academics and industry professionals from around the globe to share their research findings.

The Internet of Things Breakthroughs in Research and Practice

The Internet of Things  Breakthroughs in Research and Practice
Author: Management Association, Information Resources
Publsiher: IGI Global
Total Pages: 530
Release: 2017-02-14
ISBN 10: 1522518339
ISBN 13: 9781522518334
Language: EN, FR, DE, ES & NL

The Internet of Things Breakthroughs in Research and Practice Book Review:

The ubiquity of modern technologies has allowed for increased connectivity between people and devices across the globe. This connected infrastructure of networks creates numerous opportunities for applications and uses. The Internet of Things: Breakthroughs in Research and Practice is an authoritative reference source for the latest academic material on the interconnectivity of networks and devices in the digital era and examines best practices for integrating this advanced connectivity across multiple fields. Featuring extensive coverage on innovative perspectives, such as secure computing, regulatory standards, and trust management, this book is ideally designed for engineers, researchers, professionals, graduate students, and practitioners seeking scholarly insights on the Internet of Things.

The Cloud Based Demand Driven Supply Chain

The Cloud Based Demand Driven Supply Chain
Author: Vinit Sharma
Publsiher: Wiley
Total Pages: 336
Release: 2018-11-13
ISBN 10: 1119477336
ISBN 13: 9781119477334
Language: EN, FR, DE, ES & NL

The Cloud Based Demand Driven Supply Chain Book Review:

It’s time to get your head in the cloud! In today’s business environment, more and more people are requesting cloud-based solutions to help solve their business challenges. So how can you not only anticipate your clients’ needs but also keep ahead of the curve to ensure their goals stay on track? With the help of this accessible book, you’ll get a clear sense of cloud computing and understand how to communicate the benefits, drawbacks, and options to your clients so they can make the best choices for their unique needs. Plus, case studies give you the opportunity to relate real-life examples of how the latest technologies are giving organizations worldwide the opportunity to thrive as supply chain solutions in the cloud. Demonstrates how improvements in forecasting, collaboration, and inventory optimization can lead to cost savings Explores why cloud computing is becoming increasingly important Takes a close look at the types of cloud computing Makes sense of demand-driven forecasting using Amazon's cloud Whether you work in management, business, or IT, this is the dog-eared reference you’ll want to keep close by as you continue making sense of the cloud.

Intelligent Computing

Intelligent Computing
Author: Kohei Arai,Rahul Bhatia,Supriya Kapoor
Publsiher: Springer
Total Pages: 1295
Release: 2019-07-08
ISBN 10: 3030228681
ISBN 13: 9783030228682
Language: EN, FR, DE, ES & NL

Intelligent Computing Book Review:

This book presents the proceedings of the Computing Conference 2019, providing a comprehensive collection of chapters focusing on core areas of computing and their real-world applications. Computing is an extremely broad discipline, encompassing a range of specialized fields, each focusing on particular areas of technology and types of application, and the conference offered pioneering researchers, scientists, industrial engineers, and students from around the globe a platform to share new ideas and development experiences. Providing state-of-the-art intelligent methods and techniques for solving real- world problems, the book inspires further research and technological advances in this important area.

Next Generation Internet of Things

Next Generation Internet of Things
Author: Vermesan, Ovidiu,Bacquet, Joël
Publsiher: River Publishers
Total Pages: 352
Release: 2019-01-15
ISBN 10: 8770220085
ISBN 13: 9788770220088
Language: EN, FR, DE, ES & NL

Next Generation Internet of Things Book Review:

This book provides an overview of the next generation Internet of Things (IoT), ranging from research, innovation, development priorities, to enabling technologies in a global context. It is intended as a standalone in a series covering the activities of the Internet of Things European Research Cluster (IERC), including research, technological innovation, validation, and deployment. The text builds on the ideas put forward by the European Research Cluster, the IoT European Platform Initiative (IoT-EPI), the IoT European Large-Scale Pilots Programme and the IoT European Security and Privacy Projects, presenting global views and state-of-the-art results regarding the next generation of IoT research, innovation, development, and deployment. The IoT and Industrial Internet of Things (IIoT) are evolving towards the next generation of Tactile IoT/IIoT, bringing together hyperconnectivity (5G and beyond), edge computing, Distributed Ledger Technologies (DLTs), virtual and augmented reality (VR/AR), and AI transformation. Following the wider adoption of consumer IoT, the next generation of IoT/IIoT innovation for business is driven by industries, addressing interoperability issues and providing new end-to-end security solutions to face continuous treats. The advances of AI technology in vision, speech recognition, natural language processing and dialog are enabling the development of end-to-end intelligent systems encapsulating multiple technologies, delivering services in real-time using limited resources. These developments are focusing on designing and delivering embedded and hierarchical AI solutions in IoT/IIoT, edge computing, using distributed architectures, DLTs platforms and distributed end-to-end security, which provide real-time decisions using less data and computational resources, while accessing each type of resource in a way that enhances the accuracy and performance of models in the various IoT/IIoT applications. The convergence and combination of IoT, AI and other related technologies to derive insights, decisions and revenue from sensor data provide new business models and sources of monetization. Meanwhile, scalable, IoT-enabled applications have become part of larger business objectives, enabling digital transformation with a focus on new services and applications. Serving the next generation of Tactile IoT/IIoT real-time use cases over 5G and Network Slicing technology is essential for consumer and industrial applications and support reducing operational costs, increasing efficiency and leveraging additional capabilities for real-time autonomous systems. New IoT distributed architectures, combined with system-level architectures for edge/fog computing, are evolving IoT platforms, including AI and DLTs, with embedded intelligence into the hyperconnectivity infrastructure. The next generation of IoT/IIoT technologies are highly transformational, enabling innovation at scale, and autonomous decision-making in various application domains such as healthcare, smart homes, smart buildings, smart cities, energy, agriculture, transportation and autonomous vehicles, the military, logistics and supply chain, retail and wholesale, manufacturing, mining and oil and gas.

Intelligent Workloads at the Edge

Intelligent Workloads at the Edge
Author: Indraneel Mitra,Ryan Burke
Publsiher: Packt Publishing Ltd
Total Pages: 374
Release: 2022-01-14
ISBN 10: 1801818878
ISBN 13: 9781801818872
Language: EN, FR, DE, ES & NL

Intelligent Workloads at the Edge Book Review:

Explore IoT, data analytics, and machine learning to solve cyber-physical problems using the latest capabilities of managed services such as AWS IoT Greengrass and Amazon SageMaker Key Features Accelerate your next edge-focused product development with the power of AWS IoT Greengrass Develop proficiency in architecting resilient solutions for the edge with proven best practices Harness the power of analytics and machine learning for solving cyber-physical problems Book Description The Internet of Things (IoT) has transformed how people think about and interact with the world. The ubiquitous deployment of sensors around us makes it possible to study the world at any level of accuracy and enable data-driven decision-making anywhere. Data analytics and machine learning (ML) powered by elastic cloud computing have accelerated our ability to understand and analyze the huge amount of data generated by IoT. Now, edge computing has brought information technologies closer to the data source to lower latency and reduce costs. This book will teach you how to combine the technologies of edge computing, data analytics, and ML to deliver next-generation cyber-physical outcomes. You'll begin by discovering how to create software applications that run on edge devices with AWS IoT Greengrass. As you advance, you'll learn how to process and stream IoT data from the edge to the cloud and use it to train ML models using Amazon SageMaker. The book also shows you how to train these models and run them at the edge for optimized performance, cost savings, and data compliance. By the end of this IoT book, you'll be able to scope your own IoT workloads, bring the power of ML to the edge, and operate those workloads in a production setting. What you will learn Build an end-to-end IoT solution from the edge to the cloud Design and deploy multi-faceted intelligent solutions on the edge Process data at the edge through analytics and ML Package and optimize models for the edge using Amazon SageMaker Implement MLOps and DevOps for operating an edge-based solution Onboard and manage fleets of edge devices at scale Review edge-based workloads against industry best practices Who this book is for This book is for IoT architects and software engineers responsible for delivering analytical and machine learning–backed software solutions to the edge. AWS customers who want to learn and build IoT solutions will find this book useful. Intermediate-level experience with running Python software on Linux is required to make the most of this book.