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Engineering Agile Big Data Systems


Engineering Agile Big Data Systems
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Engineering Agile Big Data Systems


Engineering Agile Big Data Systems
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Author : Kevin Feeney
language : en
Publisher: CRC Press
Release Date : 2022-09-01

Engineering Agile Big Data Systems written by Kevin Feeney and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-09-01 with Computers categories.


To be effective, data-intensive systems require extensive ongoing customisation to reflect changing user requirements, organisational policies, and the structure and interpretation of the data they hold. Manual customisation is expensive, time-consuming, and error-prone. In large complex systems, the value of the data can be such that exhaustive testing is necessary before any new feature can be added to the existing design. In most cases, the precise details of requirements, policies and data will change during the lifetime of the system, forcing a choice between expensive modification and continued operation with an inefficient design.Engineering Agile Big-Data Systems outlines an approach to dealing with these problems in software and data engineering, describing a methodology for aligning these processes throughout product lifecycles. It discusses tools which can be used to achieve these goals, and, in a number of case studies, shows how the tools and methodology have been used to improve a variety of academic and business systems.



Engineering Agile Big Data Systems


Engineering Agile Big Data Systems
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Author : Feeney, Kevin
language : en
Publisher: River Publishers
Release Date : 2018-11-05

Engineering Agile Big Data Systems written by Feeney, Kevin and has been published by River Publishers this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-11-05 with Computers categories.


To be effective, data-intensive systems require extensive ongoing customisation to reflect changing user requirements, organisational policies, and the structure and interpretation of the data they hold. Manual customisation is expensive, time-consuming, and error-prone. In large complex systems, the value of the data can be such that exhaustive testing is necessary before any new feature can be added to the existing design. In most cases, the precise details of requirements, policies and data will change during the lifetime of the system, forcing a choice between expensive modification and continued operation with an inefficient design. Engineering Agile Big-Data Systems outlines an approach to dealing with these problems in software and data engineering, describing a methodology for aligning these processes throughout product lifecycles. It discusses tools which can be used to achieve these goals, and, in a number of case studies, shows how the tools and methodology have been used to improve a variety of academic and business systems.



Engineering Agile Big Data Systems


Engineering Agile Big Data Systems
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Author : Kevin Feeney
language : en
Publisher:
Release Date : 2024-10-21

Engineering Agile Big Data Systems written by Kevin Feeney and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-10-21 with Computers categories.


Engineering Agile Big-Data Systems outlines an approach to dealing with these problems in software and data engineering, describing a methodology for aligning these processes throughout product lifecycles.



Engineering Agile Big Data Systems


Engineering Agile Big Data Systems
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Author : Kevin Feeney
language : en
Publisher:
Release Date : 2018

Engineering Agile Big Data Systems written by Kevin Feeney and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018 with Agile software development categories.




Agile Data Science 2 0


Agile Data Science 2 0
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Author : Russell Jurney
language : en
Publisher: "O'Reilly Media, Inc."
Release Date : 2017-06-07

Agile Data Science 2 0 written by Russell Jurney and has been published by "O'Reilly Media, Inc." this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-06-07 with Computers categories.


Data science teams looking to turn research into useful analytics applications require not only the right tools, but also the right approach if they’re to succeed. With the revised second edition of this hands-on guide, up-and-coming data scientists will learn how to use the Agile Data Science development methodology to build data applications with Python, Apache Spark, Kafka, and other tools. Author Russell Jurney demonstrates how to compose a data platform for building, deploying, and refining analytics applications with Apache Kafka, MongoDB, ElasticSearch, d3.js, scikit-learn, and Apache Airflow. You’ll learn an iterative approach that lets you quickly change the kind of analysis you’re doing, depending on what the data is telling you. Publish data science work as a web application, and affect meaningful change in your organization. Build value from your data in a series of agile sprints, using the data-value pyramid Extract features for statistical models from a single dataset Visualize data with charts, and expose different aspects through interactive reports Use historical data to predict the future via classification and regression Translate predictions into actions Get feedback from users after each sprint to keep your project on track



Designing Big Data Platforms


Designing Big Data Platforms
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Author : Yusuf Aytas
language : en
Publisher: John Wiley & Sons
Release Date : 2021-07-08

Designing Big Data Platforms written by Yusuf Aytas and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-07-08 with Mathematics categories.


DESIGNING BIG DATA PLATFORMS Provides expert guidance and valuable insights on getting the most out of Big Data systems An array of tools are currently available for managing and processing data—some are ready-to-go solutions that can be immediately deployed, while others require complex and time-intensive setups. With such a vast range of options, choosing the right tool to build a solution can be complicated, as can determining which tools work well with each other. Designing Big Data Platforms provides clear and authoritative guidance on the critical decisions necessary for successfully deploying, operating, and maintaining Big Data systems. This highly practical guide helps readers understand how to process large amounts of data with well-known Linux tools and database solutions, use effective techniques to collect and manage data from multiple sources, transform data into meaningful business insights, and much more. Author Yusuf Aytas, a software engineer with a vast amount of big data experience, discusses the design of the ideal Big Data platform: one that meets the needs of data analysts, data engineers, data scientists, software engineers, and a spectrum of other stakeholders across an organization. Detailed yet accessible chapters cover key topics such as stream data processing, data analytics, data science, data discovery, and data security. This real-world manual for Big Data technologies: Provides up-to-date coverage of the tools currently used in Big Data processing and management Offers step-by-step guidance on building a data pipeline, from basic scripting to distributed systems Highlights and explains how data is processed at scale Includes an introduction to the foundation of a modern data platform Designing Big Data Platforms: How to Use, Deploy, and Maintain Big Data Systems is a must-have for all professionals working with Big Data, as well researchers and students in computer science and related fields.



Big Data Analytics And Intelligence


Big Data Analytics And Intelligence
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Author : Poonam Tanwar
language : en
Publisher: Emerald Group Publishing
Release Date : 2020-09-30

Big Data Analytics And Intelligence written by Poonam Tanwar and has been published by Emerald Group Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-09-30 with Business & Economics categories.


Big Data Analytics and Intelligence is essential reading for researchers and experts working in the fields of health care, data science, analytics, the internet of things, and information retrieval.



Development Methodologies For Big Data Analytics Systems


Development Methodologies For Big Data Analytics Systems
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Author : Manuel Mora
language : en
Publisher: Springer Nature
Release Date : 2023-11-03

Development Methodologies For Big Data Analytics Systems written by Manuel Mora and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-11-03 with Technology & Engineering categories.


This book presents research in big data analytics (BDA) for business of all sizes. The authors analyze problems presented in the application of BDA in some businesses through the study of development methodologies based on the three approaches – 1) plan-driven, 2) agile and 3) hybrid lightweight. The authors first describe BDA systems and how they emerged with the convergence of Statistics, Computer Science, and Business Intelligent Analytics with the practical aim to provide concepts, models, methods and tools required for exploiting the wide variety, volume, and velocity of available business internal and external data - i.e. Big Data – and provide decision-making value to decision-makers. The book presents high-quality conceptual and empirical research-oriented chapters on plan-driven, agile, and hybrid lightweight development methodologies and relevant supporting topics for BDA systems suitable to be used for large-, medium-, and small-sized business organizations.



Data Pioneers Unlocking Big Data Engineering Potential


Data Pioneers Unlocking Big Data Engineering Potential
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Author : Ravi Kumar Burila
language : en
Publisher: Libertatem Media Private Limited
Release Date : 2024-06-19

Data Pioneers Unlocking Big Data Engineering Potential written by Ravi Kumar Burila and has been published by Libertatem Media Private Limited this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-06-19 with Business & Economics categories.


The era of big data has revolutionized industries, but navigating its complexities requires a deep understanding of engineering principles and cutting-edge tools. Data Pioneers: Unlocking Big Data Engineering Potential serves as a comprehensive guide for data engineers and IT professionals eager to master the art and science of big data systems. This book covers the evolution of big data, emphasizing core concepts like structured, semi-structured, and unstructured data while introducing readers to essential frameworks, including Hadoop, Apache Spark, and Delta Lake. Dive into the design and architecture of scalable pipelines, comparing batch and real- time processing, and learn how to harness tools like Kafka, Airflow, and NiFi to orchestrate seamless data flows. Beyond the technical, the book addresses vital aspects like data quality, governance, and security, offering strategies to ensure data accuracy, lineage, and compliance. From integrating data across APIs, databases, and sensors to leveraging cloud-native architectures for scalability, this guide equips readers with the knowledge to optimize every aspect of their data ecosystems. With practical insights, advanced analytics techniques, and real-world case studies, Data Pioneers delves into performance optimization, resource management, and the future of big data, exploring trends like AI integration and data fabric concepts. Whether you ’ re a seasoned engineer or new to the field, this book provides a roadmap to unlocking the full potential of big data engineering, driving innovation, and achieving sustainable growth in today’s data- driven world.



Current Trends In Web Engineering


Current Trends In Web Engineering
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Author : Irene Garrigós
language : en
Publisher: Springer
Release Date : 2018-02-21

Current Trends In Web Engineering written by Irene Garrigós and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-02-21 with Computers categories.


This book constitutes the refereed thoroughly refereed post-workshop proceedings of the 17th International Conference on Web Engineering, ICWE 2017, held in Rome, Italy, in June 2017. The 24 revised full papers were selected from 34 submissions. The workshops complement the main conference, and explore new trends on core topics of Web engineering. The workshop committee accepted five workshops of which the following four contributed papers to this volume: - 2nd International Workshop on Liquid Multi-Device Software and 1st International Workshop on Engineering the Web of Things - International Workshop on The Practice Of The Open Web (practi-O-web 2017) - 3rd International Workshop on Natural Language Processing for Informal Text (NLPIT 2017) - 3rd International Workshop on Mining the Social Web (SoWeMine 2017).