TY - BOOK AU - Mendelevitch,Ofer AU - Stella,Casey AU - Eadline,Doug TI - Practical data science with Hadoop and Spark: designing and building effective analytics at scale SN - 9780134024141 AV - QA76.9.D5 M52 2017 U1 - 005.74 23 PY - 2017///] CY - Boston PB - Addison-Wesley KW - Apache Hadoop KW - Spark (Electronic resource : Apache Software Foundation) KW - Electronic data processing KW - Distributed processing KW - Big data KW - Computer programs KW - COMPUTERS / Databases / Data Mining KW - bisacsh KW - COMPUTERS / Databases / Data Warehousing N1 - Includes index; I. Data science with Hadoop : an overview. Introduction to data science ; Use cases for data science ; Hadoop and data science -- II. Preparing and visualizing data with Hadoop. Getting data into Hadoop ; Data munging with Hadoop ; Exploring and visualizing data -- III. Applying data modeling with Hadoop. Machine learning with Hadoop ; Predictive modeling ; Clustering ; Anomaly detection with Hadoop ; Natural language processing ; Data science with Hadoop : the next frontier ER -