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The Great Data Debate

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Conference-level claim: enterprises face tens of thousands of data sources across on‑prem and cloud, with at least 10% of records wrong or missing and data scientists spending 80–95% of their time on finding, integrating and cleaning data. Practical fixes discussed include data unification at scale (example: unifying seven million parts for Carnival Cruise Lines), metadata federation (Egeria/ODPi style catalogs), provenance and GDPR/California privacy by design, and phased cloud migration plus selective use of Hadoop, Spark, HDFS and packaged ML pipelines.

AI-written summary · about

  1. 0:00Start
  2. 17:21Carnival Cruise Lines
  3. 41:51The Reference Data Management Problem
  4. 58:09Machine Learning
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