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DataScience Lab 2017_Блиц-доклад_Сергей Шельпук


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DataScience Lab, 13 мая 2017
Энтерпрайз "из коробки"
Сергей Шельпук (Head of Data Science Office at Eleks)
ИТ архитектура энтерпрайз уровня для анализа данных из open source компонент
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DataScience Lab 2017_Блиц-доклад_Сергей Шельпук

  1. 1. Enterprise Out of the Box Sergii Shelpuk Head of Data Science Office
  2. 2.
  3. 3. Enterprise Platform Enterprise Analytics Platform Mobile clients Fog Computing Micro Service Micro Service Enterprise Service Bus WSO2 WEB Clients ETL (Pentaho/SSIS/Informatica) App App App ClientSystems DB DB DB Redis Spark Computations Cassandra Cluster (Fast Data Storage) Kafka Cluster (Raw Data Stream Processing) Hadoop Cluster (Cheap Scalable Storage) Big Data / Fast Data Cluster Postgres XL Data Warehouse • Scalable • Flexible • Reliable • Distributed • Open Source • Private cloud • Fog computing • DWH • Fast Data • Cassandra • Kafka Streaming • JasperReports, H2O • ML, Online Analytics • DB in Memory MS SQL Oracle Hive HBase
  4. 4. Online Analytics Real-time Analytics Descriptive Analytics Predictive and Prescriptive Analytics ML Server (Prediction lO) Web Analytics (piwik) Big Data Streaming (Kafka Streaming) Reporting Service (Jasper/D3.js) Big Data Analytics (Spark, Hive on Tez, HBase) Prediction Engine (H2O) ETL Cache (Redis) TrainedModels Repository OLAP (Mondrian) Rlibraries Python Libraries Deeplearning Spark Hadoop Online Analytics Role-based Dashboarding Reporting Enterprise Analytics Enterprise Analysis Platform
  5. 5. Thank you Find us at Have a question? Write to