{"product_id":"practical-data-science-with-hadoop-and-spark-designing-and-building-effective-analytics-at-scale-9780134024141","title":"Practical Data Science with Hadoop and Spark: Designing and Building Effective Analytics at Scale","description":"\u003cp\u003e • Author(s): Ofer Mendelevitch | Casey Stella | Douglas Eadline\u003cbr\u003e • Publisher: Addison-Wesley Professional\u003cbr\u003e • Publisher Imprint: Addison-Wesley Professional\u003cbr\u003e • BISAC: Data Science - Data Analytics\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eThe Complete Guide to Data Science with Hadoop--For Technical Professionals, Businesspeople, and Students\u003c\/strong\u003e\u003c\/p\u003e \u003cp\u003eDemand is soaring for professionals who can solve real data science problems with Hadoop and Spark. \u003cem\u003e\u003cstrong\u003ePractical Data Science with Hadoop(R) and Spark\u003c\/strong\u003e\u003c\/em\u003e is your complete guide to doing just that. Drawing on immense experience with Hadoop and big data, three leading experts bring together everything you need: high-level concepts, deep-dive techniques, real-world use cases, practical applications, and hands-on tutorials.\u003c\/p\u003e \u003cp\u003eThe authors introduce the essentials of data science and the modern Hadoop ecosystem, explaining how Hadoop and Spark have evolved into an effective platform for solving data science problems at scale. In addition to comprehensive application coverage, the authors also provide useful guidance on the important steps of data ingestion, data munging, and visualization.\u003c\/p\u003e \u003cp\u003eOnce the groundwork is in place, the authors focus on specific applications, including machine learning, predictive modeling for sentiment analysis, clustering for document analysis, anomaly detection, and natural language processing (NLP).\u003c\/p\u003e \u003cp\u003eThis guide provides a strong technical foundation for those who want to do practical data science, and also presents business-driven guidance on how to apply Hadoop and Spark to optimize ROI of data science initiatives.\u003c\/p\u003e \u003cp\u003eLearn\u003c\/p\u003e \u003cul\u003e \u003cli\u003eWhat data science is, how it has evolved, and how to plan a data science career\u003c\/li\u003e \u003cli\u003eHow data volume, variety, and velocity shape data science use cases\u003c\/li\u003e \u003cli\u003eHadoop and its ecosystem, including HDFS, MapReduce, YARN, and Spark\u003c\/li\u003e \u003cli\u003eData importation with Hive and Spark\u003c\/li\u003e \u003cli\u003eData quality, preprocessing, preparation, and modeling\u003c\/li\u003e \u003cli\u003eVisualization: surfacing insights from huge data sets\u003c\/li\u003e \u003cli\u003eMachine learning: classification, regression, clustering, and anomaly detection\u003c\/li\u003e \u003cli\u003eAlgorithms and Hadoop tools for predictive modeling\u003c\/li\u003e \u003cli\u003eCluster analysis and similarity functions\u003c\/li\u003e \u003cli\u003eLarge-scale anomaly detection\u003c\/li\u003e \u003cli\u003eNLP: applying data science to human language\u003c\/li\u003e \u003c\/ul\u003e","brand":"Atlantic Books","offers":[{"title":"Paperback","offer_id":46311570833559,"sku":"9780134024141","price":4151.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9780134024141.webp?v=1767702792","url":"https:\/\/atlanticbooks.com\/products\/practical-data-science-with-hadoop-and-spark-designing-and-building-effective-analytics-at-scale-9780134024141","provider":"Atlantic Books","version":"1.0","type":"link"}