Louis Bouvier

PhD student in Machine Learning and Operations Research at CERMICS, Ecole des Ponts.

Talks:

17:00 UTC

InferOpt.jl: combinatorial optimization in ML pipelines

07/29/2022, 5:00 PM5:30 PM UTC
Purple

We present InferOpt.jl, a generic package for combining combinatorial optimization algorithms with machine learning models. It has two purposes:

  • Increasing the expressivity of learning models thanks to new types of structured layers.
  • Increasing the efficiency of optimization algorithms thanks to an additional inference step.

Our library provides wrappers for several state-of-the-art methods in order to make them compatible with Julia's automatic differentiation ecosystem.

Platinum sponsors

Julia ComputingRelational AIJulius Technology

Gold sponsors

IntelAWS

Silver sponsors

Invenia LabsBeacon BiosignalsMetalenzASMLG-ResearchConningPumas AIQuEra Computing Inc.Jeffrey Sarnoff

Media partners

Packt PublicationGather TownVercel

Community partners

Data UmbrellaWiMLDS

Fiscal Sponsor

NumFOCUS