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Get expert guidance on architecting end-to-end data management solutions with Apache Hadoop. While many sources explain how to use various components in the Hadoop ecosystem, this practical book takes you through architectural considerations necessary to tie those components together into a complete tailored application, based on your particular use case.To reinforce those lessons, the book’s second section provides detailed examples of architectures used in some of the most commonly found Hadoop applications. Whether you’re designing a new Hadoop application, or planning to integrate Hadoop into your existing data infrastructure, Hadoop Application Architectures will skillfully guide you through the process.This book covers:Factors to consider when using Hadoop to store and model dataBest practices for moving data in and out of the systemData processing frameworks, including MapReduce, Spark, and HiveCommon Hadoop processing patterns, such as removing duplicate records and using windowing analyticsGiraph, GraphX, and other tools for large graph processing on HadoopUsing workflow orchestration and scheduling tools such as Apache OozieNear-real-time stream processing with Apache Storm, Apache Spark Streaming, and Apache FlumeArchitecture examples for clickstream analysis, fraud detection, and data warehousing

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A technical book about popular space-efficient data structures and fast algorithms that are extremely useful in modern Big Data applications. The purpose of this book is to introduce technology practitioners, including software architects and developers, as well as technology decision makers to probabilistic data structures and algorithms. Reading this book, you will get a theoretical and practical understanding of probabilistic data structures and learn about their common uses.

Why settle for less when you can have the best? The 2big Dock Thunderbolt 3 v2 36TB HDD RAID Array with Rescue Data Recovery Services is a robust and reliable desktop RAID solution, specifically designed to cater to your extensive storage needs. This advanced storage device is perfect for Mac laptops and compact PCs that require an extra boost in storage and speed. With a colossal storage capacity of 36TB, it offers ample space for all your data storage needs. The device boasts impressive speeds of up to 490MB/s, ensuring quick and efficient data transfers. The 2big Dock Thunderbolt 3 is not just about storage and speed. It's designed for maximum efficiency and convenience. It features SD and CF card slots, allowing for direct file ingestion, eliminating the need for additional devices or adapters. The integrated USB 3.0 hub serves as a charging station for your devices and also facilitates easy offloading of footage. The device is equipped with dual Thunderbolt 3 ports, enabling daisy chaining for increased flexibility. It also includes a USB 3.1 port for computer connectivity and a display port for high-resolution monitors, making it a versatile addition to your workspace. If you're new to RAID, there's no need to worry. The 2big Dock Thunderbolt 3 makes it easy to configure RAID 0/1 with a user-friendly, step-by-step wizard. You can optimize the system for performance with RAID 0 or for redundancy with RAID 1, depending on your specific needs. The 2big Dock Thunderbolt 3 is built to last. It comes equipped with hot-swappable IronWolf Pro enterprise-class drives, ensuring long-term performance and durability. Plus, with the included Rescue Data Recovery Services, you can enjoy superior peace of mind, knowing that your data is protected and recoverable in the event of a failure. In summary, the 2big Dock Thunderbolt 3 v2 36TB HDD RAID Array with Rescue Data Recovery Services is a reliable, spacious, and advanced storage solution that offers fast data transfer speeds and the flexibility of RAID options. It's more than just a storage device; it's a comprehensive solution for all your data storage and backup needs.

Use computational intelligence to drive more value from business analytics, overcome real-world uncertainties and complexities, and make better decisions. Drawing on his pioneering experience as an instructor and researcher, Dr. Les Sztandera thoroughly illuminates today's key computational intelligence tools, knowledge, and strategies for analysis, exploration, and knowledge generation. Sztandera demystifies artificial neural networks, genetic algorithms, and fuzzy systems, and guides you through using them to model, discover, and interpret new patterns that can't be found through statistical methods alone. Packed with relevant case studies and examples, this guide demonstrates: Customer segmentation for direct marketing Customer profiling for relationship management Efficient mailing campaigns Customer retention Identification of cross-selling opportunities Credit score analysis Detection of fraudulent behavior and transactions Hedge fund strategies, and more Szandera shows how computational intelligence can inform the design and integration of services, architecture, brand identity, and product portfolio across the entire enterprise. He also shows how to complement computational intelligence with visualization, explorative interfaces and advanced reporting, thereby empowering business users and enterprise stakeholders to take full advantage of it. For analytics professionals, managers, and students.

This book covers three major parts of Big Data: concepts, theories and applications. Written by world-renowned leaders in Big Data, this book explores the problems, possible solutions and directions for Big Data in research and practice.  It also focuses on high level concepts such as definitions of Big Data from different angles; surveys in research and applications; and existing tools, mechanisms, and systems in practice. Each chapter is independent from the other chapters, allowing users to read any chapter directly. After examining the practical side of Big Data, this book presents theoretical perspectives. The theoretical research ranges from Big Data representation, modeling and topology to distribution and dimension reducing.  Chapters also investigate the many disciplines that involve Big Data, such as statistics, data mining, machine learning, networking, algorithms, security and differential geometry. The last section of this book introduces Big Data applications from different communities, such as business, engineering and science. Big Data Concepts, Theories and Applications is designed as a reference for researchers and advanced level students in computer science, electrical engineering and mathematics. Practitioners who focus on information systems, big data, data mining, business analysis and other related fields will also find this material valuable. 

You can elevate your data management and creative workflow with the 2big Dock Thunderbolt 3 v2 32TB HDD RAID Array, a reliable and high-capacity storage solution designed to streamline your projects. This durable RAID array is engineered to meet the demands of professional content creators who require both high-performance and user-friendly operation.With a generous 32TB of storage space, the 2big Dock is perfect for photographers, videographers, and multimedia professionals who need to store vast amounts of high-resolution images, 4K video footage, and large project files. The Thunderbolt 3 interface ensures lightning-fast data transfer speeds of up to 490MB/s, enabling you to work more efficiently and save valuable time when moving large files.The 2big Dock is not only stylish but also incredibly versatile, featuring an array of convenient ports and slots. Directly ingest files with the built-in SD and CF card readers, simplifying your workflow and eliminating the need for additional card readers. The integrated USB 3.0 hub allows you to charge devices and offload footage with ease, while the dual Thunderbolt 3 ports support daisy chaining of up to five additional devices for a streamlined workspace. Additionally, the USB 3.1 port ensures compatibility with both Mac and Windows computers, and the display port connects high-resolution monitors for clear, detailed viewing of your work.Whether you're new to RAID or a seasoned pro, the 2big Dock makes it simple to configure your RAID 0 or RAID 1 settings with an intuitive step-by-step wizard. Choose RAID 0 for maximum speed and performance or RAID 1 for redundancy, ensuring your data is mirrored and protected.The 2big Dock is equipped with hot-swappable IronWolf Pro enterprise-class drives, renowned for their long-term reliability and performance. These drives are designed to operate smoothly in demanding 24/7 environments, making the 2big Dock an ideal choice for intensive data storage and backup needs.Enhance your data security and enjoy added peace of mind with the included Rescue Data Recovery Services. This comprehensive service provides an extra layer of data protection, ensuring that in the unlikely event of drive failure, your valuable data can be recovered.In summary, the 2big Dock Thunderbolt 3 v2 32TB HDD RAID Array is an essential tool for professionals seeking a robust, high-capacity, and multifunctional storage solution that can keep pace with their creative endeavors and safeguard their precious data.

Overflowing with robust features and designed for high-performance, the 2big Dock Thunderbolt 3 v2 20TB HDD RAID Array with Rescue Data Recovery Services is a superior desktop RAID solution, perfect for Mac laptops and compact PCs that require substantial storage and enhanced speed. With its impressive capacity of 20TB, it provides ample space for storing extensive data, making it an ideal choice for professionals dealing with large volumes of information.Engineered for maximum efficiency, this RAID array boasts speeds of up to 490MB/s, ensuring swift data transfer and access. It comes equipped with SD and CF card slots, enabling direct file ingestion without the need for additional devices. The inclusion of a USB 3.0 hub not only allows for convenient device charging but also facilitates easy offloading of footage, enhancing your workflow.The 2big Dock Thunderbolt 3 v2 is designed with dual Thunderbolt 3 ports, supporting daisy chaining for increased connectivity. It also features a USB 3.1 port for computer connection and a display port for high-resolution monitors, offering a comprehensive solution for your data storage and transfer needs.For those new to RAID configurations, this device simplifies the process with an easy-to-follow wizard, allowing users to configure RAID 0/1 based on their specific requirements. Whether you prioritize performance (RAID 0) or data redundancy for added security (RAID 1), this RAID array has you covered.The 2big Dock is fitted with hot-swappable IronWolf Pro enterprise-class drives, ensuring long-term, reliable performance. It also includes Rescue Data Recovery Services, offering an additional layer of protection for your valuable data. Experience the perfect blend of capacity, speed, and security with the 2big Dock Thunderbolt 3 v2 20TB HDD RAID Array.

After extensive research for a reliable and high-performance storage solution, look no further than the 2big Dock Thunderbolt 3 v2 28TB HDD RAID Array with Rescue Data Recovery Services. This compact and user-friendly device is a powerhouse of storage, offering an impressive 28TB capacity, making it an ideal choice for Mac users and small PC owners who require substantial storage and enhanced performance.Engineered for peak efficiency, the 2big Dock Thunderbolt 3 v2 is more than just a desktop RAID solution. It boasts speeds of up to 490MB/s, ensuring rapid data transfer and access. The device is equipped with SD and CF card slots, enabling direct file ingestion without the need for additional hardware.The 2big Dock Thunderbolt 3 v2 also features a USB 3.0 hub, perfect for charging devices and offloading footage with ease. With dual Thunderbolt 3 ports, you can daisy chain multiple devices, enhancing your workspace's connectivity. A USB 3.1 port is also included for computer connectivity, along with a display port for high-resolution monitors, making this device a versatile addition to any tech setup.If you're new to RAID, there's no need to worry. The 2big Dock Thunderbolt 3 v2 offers a step-by-step wizard to easily configure RAID 0/1, allowing you to optimize the system for either performance or redundancy based on your specific needs.The device comes equipped with hot-swappable IronWolf Pro enterprise-class drives, designed for long-term, durable performance. For added peace of mind, the 2big Dock Thunderbolt 3 v2 includes Rescue Data Recovery Services, ensuring your data is always protected and recoverable. This makes the 2big Dock Thunderbolt 3 v2 not just a storage solution, but a comprehensive data management system.

Bring unparalleled storage capacity and performance to your Mac or small PC with the 2big Dock Thunderbolt 3 v2 40TB HDD RAID Array. This high-performance desktop RAID solution delivers impressive speeds of up to 490MB/s, providing the extra power your system needs. With a massive 40TB storage capacity, it stands out as a superior choice for managing large volumes of data.The 2big Dock Thunderbolt 3 is not just about storage; it's also about efficiency and convenience. It comes equipped with SD and CF card slots, allowing for direct file ingestion, eliminating the need for multiple devices. The integrated USB 3.0 hub serves dual purposes, charging your devices and facilitating easy offloading of footage.Expand your connectivity options with dual Thunderbolt 3 ports, perfect for daisy chaining. A USB 3.1 port ensures compatibility with computers, while a display port connects high-resolution monitors, enhancing your viewing experience.New to RAID? The 2big Dock Thunderbolt 3 simplifies the process with a step-by-step wizard, allowing you to easily configure RAID 0/1. Optimize your system for high-speed performance with RAID 0, or choose RAID 1 for data redundancy and protection against data loss.The 2big Dock Thunderbolt 3 is built for durability and long-term performance. It comes equipped with hot-swappable IronWolf Pro enterprise-class drives, ensuring reliable performance over time. Additionally, it includes Rescue Data Recovery Services, offering an extra layer of protection for your data, giving you peace of mind. Experience the combination of user-friendly design, high-performance, and massive storage capacity with the 2big Dock Thunderbolt 3 v2 40TB HDD RAID Array. It's more than just a storage solution; it's a comprehensive data management system.

What sets the LaCie 2big Dock Thunderbolt 3 v2 48TB HDD RAID Array apart is its impressive storage capacity and lightning-fast speeds of up to 550 MB/s, making it an ideal solution for PC, iPad USB-C, and MAC users. This desktop RAID is designed with compatibility in mind, supporting USB4, USB 3.2, USB 3.0, and Thunderbolt 4. The dual Thunderbolt 4 ports on this device allow for daisy-chaining up to five Thunderbolt devices, providing a seamless connection experience. The 2big Dock is equipped with hot-swappable IronWolf Pro enterprise-class drives, ensuring long-term performance and reliability. In response to the challenges posed by modern USB-C laptops, which often lack crucial ports and slots, the 2big Dock offers a comprehensive solution. It features advanced media card slots, including CFexpress Type B, CFast 2.0, and SD Card Slots, enabling direct file ingestion from cameras, drones, and other devices. The front-facing USB 3.2 Gen2 Hub allows for easy device charging and data offloading from shuttle drives or cameras. The dual Thunderbolt ports facilitate the daisy-chaining of up to five additional Thunderbolt devices or a single USB-C device. The 2big Dock also supports DisplayPort 1.4, allowing you to connect an 8K (30 Hz) or 4K (120 Hz) monitor. Even if you're using an older-gen Thunderbolt 2 Mac computer, you can still leverage the high speeds of the 2big Dock with the Apple Thunderbolt (USB-C) to Thunderbolt 2 Adapter. For iPad USB-C users, the 2big Dock offers additional storage by simply connecting your LaCie drive to the iPad's USB-C port. Not only does it increase your iPad's capacity, but it also powers your device and provides access to the docking station's features, including the USB 3.2 Gen 2 Type A port, CFexpress Type B card reader, CFast 2.0 card reader, SD card reader, and monitor connection capabilities. In the event of unforeseen circumstances such as water damage or natural disasters, the included Rescue Data Recovery Services provide a safeguard against data loss and retrieval costs, offering peace of mind for your digital storage needs.

Data is at the center of many challenges in system design today. Difficult issues need to be figured out, such as scalability, consistency, reliability, efficiency, and maintainability. In addition, we have an overwhelming variety of tools, including relational databases, NoSQL datastores, stream or batch processors, and message brokers. What are the right choices for your application? How do you make sense of all these buzzwords?In this practical and comprehensive guide, author Martin Kleppmann helps you navigate this diverse landscape by examining the pros and cons of various technologies for processing and storing data. Software keeps changing, but the fundamental principles remain the same. With this book, software engineers and architects will learn how to apply those ideas in practice, and how to make full use of data in modern applications.Peer under the hood of the systems you already use, and learn how to use and operate them more effectivelyMake informed decisions by identifying the strengths and weaknesses of different toolsNavigate the trade-offs around consistency, scalability, fault tolerance, and complexityUnderstand the distributed systems research upon which modern databases are builtPeek behind the scenes of major online services, and learn from their architectures

Data is at the center of many challenges in system design today. Difficult issues need to be figured out, such as scalability, consistency, reliability, efficiency, and maintainability. In addition, we have an overwhelming variety of tools, including relational databases, NoSQL datastores, stream or batch processors, and message brokers. What are the right choices for your application? How do you make sense of all these buzzwords?In this practical and comprehensive guide, author Martin Kleppmann helps you navigate this diverse landscape by examining the pros and cons of various technologies for processing and storing data. Software keeps changing, but the fundamental principles remain the same. With this book, software engineers and architects will learn how to apply those ideas in practice, and how to make full use of data in modern applications.Peer under the hood of the systems you already use, and learn how to use and operate them more effectivelyMake informed decisions by identifying the strengths and weaknesses of different toolsNavigate the trade-offs around consistency, scalability, fault tolerance, and complexityUnderstand the distributed systems research upon which modern databases are builtPeek behind the scenes of major online services, and learn from their architectures

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The guide to targeting and leveraging business opportunities using big data & analytics By leveraging big data & analytics, businesses create the potential to better understand, manage, and strategically exploiting the complex dynamics of customer behavior. Analytics in a Big Data World reveals how to tap into the powerful tool of data analytics to create a strategic advantage and identify new business opportunities. Designed to be an accessible resource, this essential book does not include exhaustive coverage of all analytical techniques, instead focusing on analytics techniques that really provide added value in business environments. The book draws on author Bart Baesens' expertise on the topics of big data, analytics and its applications in e.g. credit risk, marketing, and fraud to provide a clear roadmap for organizations that want to use data analytics to their advantage, but need a good starting point. Baesens has conducted extensive research on big data, analytics, customer relationship management, web analytics, fraud detection, and credit risk management, and uses this experience to bring clarity to a complex topic. Includes numerous case studies on risk management, fraud detection, customer relationship management, and web analytics Offers the results of research and the author's personal experience in banking, retail, and government Contains an overview of the visionary ideas and current developments on the strategic use of analytics for business Covers the topic of data analytics in easy-to-understand terms without an undo emphasis on mathematics and the minutiae of statistical analysis For organizations looking to enhance their capabilities via data analytics, this resource is the go-to reference for leveraging data to enhance business capabilities.

Experience the power and convenience of the 2big Dock Thunderbolt 3 v2 16TB HDD RAID Array, a high-performance storage solution designed for professionals who demand both speed and capacity. This reliable and durable desktop RAID array is perfect for Mac laptops and compact PCs, offering an impressive storage capacity of 16TB and lightning-fast speeds of up to 490MB/s.Engineered for maximum efficiency, the 2big Dock Thunderbolt 3 v2 features SD and CF card slots for direct file ingestion, eliminating the need for additional card readers. Its USB 3.0 hub not only charges your devices but also facilitates swift offloading of footage. With dual Thunderbolt 3 ports, you can daisy chain multiple devices for increased productivity, while the USB 3.1 port ensures compatibility with a wide range of computers.The 2big Dock Thunderbolt 3 v2 also boasts a DisplayPort, allowing you to connect high-resolution monitors for superior visual clarity. If you're new to RAID, the user-friendly step-by-step wizard will guide you through configuring RAID 0 or 1, optimizing your system for either performance or redundancy based on your specific needs.This compact RAID array comes equipped with hot-swappable IronWolf Pro enterprise-class drives, ensuring long-term performance and durability. For added peace of mind, the 2big Dock Thunderbolt 3 v2 includes Rescue Data Recovery Services, offering up to $5000 in data recovery services in the event of a hard drive failure. Trust in the 2big Dock Thunderbolt 3 v2 16TB HDD RAID Array for all your professional storage needs.

It's time to experience the robust and reliable data storage solution offered by the Tandberg Data RDX QuikStor USB 3.0 External Drive Kit. This high-performance, media-based removable storage system is designed for a variety of applications, including backup, archive, data interchange, and disaster recovery. With its impressive transfer rates of up to 260 MB/s and a generous 500GB cartridge, this compact and user-friendly device ensures quick access and enterprise-level performance.The RDX QuikStor is a perfect blend of the portability and reliability of tape-based backup with the speed and simplicity of a hard disk drive. Whether you choose an internal or external RDX drive, you'll appreciate the convenience of pocket-sized RDX media. Your computer will instantly recognize each cartridge, providing easy drag-and-drop control and near-instant write and read access. This means you can work directly with the data on the media as you would with any other hard disk drive.Durability is a key feature of the RDX drives. The media is shockproof and rugged enough to last more than 10 years, ensuring your data is safe even in the face of knocks and drops. For added security, Tandberg Data's RCE encryption software can further protect your valuable data, offering complete peace of mind.The RDX media's compact size and durability make it easy to transport. Whether you're carrying it to another site for use by another computer, moving it off-site for archiving, or using it for outdoor data collection, this portable device is up to the task. The external RDX USB3+ drive simply requires a USB3.0 connection to work, making it as easy to use as an external USB disk drive but with significantly more robustness and reliability.The RDX QuikStor also supports media spanning to multiple RDX media, allowing backups to grow and expand capacity beyond a single RDX media. For optimal data protection, it's recommended to use multiple media for backup and store them off-site for disaster recovery purposes. The device also supports software encryption for all RDX drives, including external RDX QuikStor drives and RDX QuikStation removable disk appliances.Finally, the RDX QuikStor provides a fixed disk mode for seamless integration into Windows Backup. This feature ensures that users can upgrade their operating systems without having to resort to third-party backup software. With its compatibility with both Macintosh and PC/Windows operating systems, the Tandberg Data RDX QuikStor USB 3.0 External Drive Kit is a versatile and reliable choice for all your data storage needs.

The public relations industry is undergoing a revolution in using data to define promotional programs, to measure influence and to address the needs of clients with more precision than ever. Applying tools that range from online surveys to social-media listening to applying big data with sophisticated algorithms, today’s PR professionals are data-driven in virtually everything they do. Data-Driven Public Relations Research is the first book for PR students and practitioners to offer an overview of these new practices as well as a glimpse into the future of these new applications, including "big data" and some of the applications from real-world PR campaigns and strategic planning. It includes contemporary cases involving brand name companies who are blazing new trails in the use of metrics in public relations. This book presents a practical, accessible approach that requires no prior training or experience, with easy to follow, step-by-step measurement examples from existing campaigns. Using Excel, the book enables readers to export lessons from the classroom to the office, where use of statistical packages is rare and can give PR practitioners the advantage over competitors. This pragmatic approach helps readers apply metrics to PR problems such as: Finding the best target audiences Understanding audience communication needs and preferences How best to present research outcomes How to manage major projects with specialized research firms. Accompanying electronic resources for the book include sample answers to the book’s discussion questions, PowerPoint lecture slides for instructors and sample research exercises using Excel.

This book provides a comprehensive review of the state-of-the art of optical signal processing technologies and devices. It presents breakthrough solutions for enabling a pervasive use of optics in data communication and signal storage applications. It presents presents optical signal processing as solution to overcome the capacity crunch in communication networks. The book content ranges from the development of innovative materials and devices, such as graphene and slow light structures, to the use of nonlinear optics for secure quantum information processing and overcoming the classical Shannon limit on channel capacity and microwave signal processing.Although it holds the promise for a substantial speed improvement, today’s communication infrastructure optics remains largely confined to the signal transport layer, as it lags behind electronics as far as signal processing is concerned. This situation will change in the near future as the tremendous growth of data traffic requires energy efficient and fully transparent all-optical networks. The book is written by leaders in the field.