DeepR — Training TensorFlow Models for Production

Authors Guillaume Genthial, Romain Beaumont, Denis Kuzin, Amine Benhalloum

Links Github, Docs, Quickstart, MovieLens Example

Introduction

At Criteo we build recommendation engines. We make millions of recommendations every second with milliseconds latencies from billions of products.

While scalability and speed are hard requirements, we also need to optimize for multiple, often changing, criteria: Maximize the number of sales, clicks, etc. Concretely, this…