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Mayur Thakur, Managing Director, Goldman Sachs, NYC 2017

Talkat MLconf NYC 2017 · on Friday, 2017-03-24· [machine-learning, databases]
links:none on file
slides:none on file

Built a Hadoop-based platform that flattens diverse firm data into a few canonical tables (one aims for one HBase table for orders) and runs MapReduce pipelines and Map-only surveillances daily so expensive joins happen once per day. A spoofing model uses six enforcement cases, flags order imbalance >2.5 and rapid cancellations (<1s) as strong signals. Search over sensitive data stays inside the YARN cluster to index 1 billion documents and ~500 billion tokens with a slow and fast index to target sub-second latency.

AI-written summary · about

  1. 0:00Start
  2. 10:37Spoof Orders
  3. 12:56Common Factors in Indicative of Spoofing Behavior
  4. 13:09Order Imbalance
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