Data Architecture: A Primer for the Data Scientist

- Big Data, Data Warehouse and Data Vault

  • Format
  • Bog, paperback
  • Engelsk

Beskrivelse

Today, the world is trying to create and educate data scientists because of the phenomenon of Big Data. And everyone is looking deeply into this technology. But no one is looking at the larger architectural picture of how Big Data needs to fit within the existing systems (data warehousing systems). Taking a look at the larger picture into which Big Data fits gives the data scientist the necessary context for how pieces of the puzzle should fit together. Most references on Big Data look at only one tiny part of a much larger whole. Until data gathered can be put into an existing framework or architecture it can’t be used to its full potential. Data Architecture a Primer for the Data Scientist addresses the larger architectural picture of how Big Data fits with the existing information infrastructure, an essential topic for the data scientist. Drawing upon years of practical experience and using numerous examples and an easy to understand framework. W.H. Inmon, and Daniel Linstedt define the importance of data architecture and how it can be used effectively to harness big data within existing systems. You’ll be able to: Turn textual information into a form that can be analyzed by standard tools. Make the connection between analytics and Big Data Understand how Big Data fits within an existing systems environment Conduct analytics on repetitive and non-repetitive data

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    Io Automation Guidelines Acquisition Algorithms Indexes Compliance Alignment Index Data marts Context Implementation Data modeling Big data Hadoop High performance Data accuracy DBMS Application data Best Practices Data warehouse Data model Basel II Erd 4GL Blocks CMMI Capability Maturity Model HIPAA Data steward Denormalization Data organization Data Governance Disk Storage Concept modeling ELT CDC Agile Business Value ETL Data-structures DIS Data quality Data Vault Hybrid Agile delivery Contextualization Dashboard Business keys Batch Hub and Spoke Granular data Composite architecture Context enriched state Corporate perspective of data Business relevancy Architectural blueprint Build a new data mart Acronym resolution Active repository Call-center processing Backflow Corporate data Different perspectives Data Base curve of integrity degradation data vault model dormant data custom variable resolution Data Vault 2.0 data vault methodology Data Life Cycle data mart Dimension Tables Exception Reporting curve of usefulness elapsed processing time disk storage direct access of data exploration warehouse great divide of data Creatures of Habit hash keys data vault BI data vault architecture date standardization data over time granularity of data Dimensional model document fracturing Historical data electronic speed Granularity generic data model greenwich mean time heavy statistical processing high-performance transaction processing homographs inline contextualization homographic resolution

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