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Sanitized Enterprise Case Study
Mathematical OptimizationFAU Master's Thesis & Post-Thesis Research

DNN-MILP — Neural Networks via Mathematical Optimization

Exact formulation of deep neural networks as Mixed Integer Linear Programs for input reconstruction.

RoleApplied Researcher & Developer
DomainEnterprise AI / Fintech
StatusProduction Design
ContextRegulated Workflows

Mathematical Formulation

Exact optimization of ReLU neural networks using mixed-integer linear programming constraints.

Core Technologies & Architecture Concepts

PyTorchGurobiMILPSlurm HPCPythonMathematical Modeling