Nabi Pro Spark Streaming 9781484214800

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Автор: Nabi
Название: Pro Spark Streaming
ISBN: 9781484214800
Издательство: Springer
Классификация:

Политика и политический строй

Базы данных

Извлечение знаний из данных

Системы с распределёнными функциями

ISBN-10: 1484214803
Обложка/Формат: Paperback
Страницы: 230
Вес: 0.49 кг.
Дата издания: 2016
Язык: English
Иллюстрации: 7 black & white illustrations, 61 colour illustrations, biography
Размер: 181 x 258 x 20
Читательская аудитория: Professional & vocational
Основная тема: Computer Science
Подзаголовок: The Zen of Real-Time Analytics Using Apache Spark
Ссылка на Издательство: Link
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Поставляется из: Германии
Описание: Learn the right cutting-edge skills and knowledge to leverage Spark Streaming to implement a wide array of real-time, streaming applications. Pro Spark Streaming walks you through end-to-end real-time application development using real-world applications, data, and code. Taking an application-first approach, each chapter introduces use cases from a specific industry and uses publicly available datasets from that domain to unravel the intricacies of production-grade design and implementation. The domains covered in the book include social media, the sharing economy, finance, online advertising, telecommunication, and IoT. In the last few years, Spark has become synonymous with big data processing. DStreams enhance the underlying Spark processing engine to support streaming analysis with a novel micro-batch processing model. Pro Spark Streaming by Zubair Nabi will enable you to become a specialist of latency sensitive applications by leveraging the key features of DStreams, micro-batch processing, and functional programming. To this end, the book includes ready-to-deploy examples and actual code. Pro Spark Streaming will act as the bible of Spark Streaming.What Youll Learn:Spark Streaming application development and best practicesLow-level details of discretized streamsThe application and vitality of streaming analytics to a number of industries and domainsOptimization of production-grade deployments of Spark Streaming via configuration recipes and instrumentation using Graphite, collectd, and NagiosIngestion of data from disparate sources including MQTT, Flume, Kafka, Twitter, and a custom HTTP receiverIntegration and coupling with HBase, Cassandra, and RedisDesign patterns for side-effects and maintaining state across the Spark Streaming micro-batch modelReal-time and scalable ETL using data frames, SparkSQL, Hive, and SparkRStreaming machine learning, predictive analytics, and recommendationsMeshing batch processing with stream processing via the Lambda architectureWho This Book Is For:

The audience includes data scientists, big data experts, BI analysts, and data architects.

Дополнительное описание:

Chapter 1: The Hitchhiker's Guide to Big Data.- Chapter 2: Introduction to Spark.- Chapter 3: DStreams: Realtime RDDs.- Chapter 4: High Velocity Streams: Parallelism and Other Stories.- Chapter 5: Real-time Route 66: Linking External Data Sources.- C

Pro Spark Streaming, Nabi