Featured projects TL;DR: This case study demonstrates how LinkedIn re-architected its distributed linear programming solver, DuaLip, by developing a GPU-accelerated PyTorch version to handle extreme-scale optimization challenges like web applications. This transition from a CPU-bound stack achieved order-of-magnitude speedups and efficient multi-GPU scaling while reducing engineering overhead. Int...