LightGBM (ROCm-Finance)#
LightGBM is how ROCm-Finance answers scale: leaf-wise training that shines when dataset size—wide feature stores, long histories, dense microstructure matrices—would otherwise push decisions into the next shift. On Instinct, that wall between overnight queues and minutes thins out; the same boosting idiom, routed through ROCm’s high-bandwidth, multi-GPU environment.
Reach for LightGBM when volume is the bottleneck, and you still want gradient boosting semantics with GPU-native backing.
