Léo Baty
Research engineer in combinatorial optimization and machine learning. Member of JuliaDecisionFocusedLearning.
Session
08-13
14:30
30min
JuliaDecisionFocusedLearning: A Practical Introduction to Decision-Focused Learning in Julia
Léo Baty
Decision-Focused Learning (DFL) is a field at the intersection of machine learning and combinatorial optimization. It integrates prediction with combinatorial decision-making by embedding optimization algorithms directly into machine learning pipelines. This talk presents the JuliaDecisionFocusedLearning ecosystem, focusing on DecisionFocusedLearningBenchmarks.jl and DecisionFocusedLearningAlgorithms.jl, two new packages that provide a high-level and generic interface for using state-of-the-art DFL methods.
General
Room 6