Prediction @ Criteo: learning at scale on Hadoop

Scale
06/01/2015 - 12:10 to 12:40
Stage 4 / Open Stage
Short talk (30 min)
Intermediate

Session abstract: 

Machine Learning is at the heart of the Criteo platform : Sourcing the inventory and generating the banners for 2 billions daily displays require 15 millions predictions per second. In this talk, we will present the infrastructure that allow us to train and deploy 1700 models a day as well as the tooling we set up to continuously monitor and improve this pipeline.

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