~/talk

A world of data

Talkat Collision 2017 · 2017-05-02..05-04· [data-science, machine-learning]
links:none on file
slides:none on file

Argues that observational data at web scale enables fast learn-and-refine cycles: news pages move from editor curation to algorithmic selection using multi-armed bandits, backed by offline Hadoop models and low-latency NoSQL stores like PNUTS. Gives concrete wins — a school district lifts graduation rates from 55% to 78% — and cites IoT and internal systems managing exabytes with hundreds of petabytes/day I/O and 40–50k-node clusters; mentions Cosmos rebuilt for HDFS/YARN and GDPR operational needs.

AI-written summary · about

  1. 0:00Introduction to data revolution
  2. 1:57Personalizing web content at Yahoo
  3. 6:13Next wave of data explosion
  4. 9:04Cloud democratizing data tech
  5. 10:05Cloud innovations for data apps
  6. 13:40Microsoft’s data platform strengths
  7. 14:44Cosmos: Microsoft’s big data backbone
  8. 17:37Privacy and compliance in data systems
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