Generous VRAM Capacity

Model weights and batch sizes live in VRAM, so capacity caps what runs locally.

Dedicated Tensor Cores

Mixed-precision math on dedicated cores shortens training and inference passes.

Sustained Thermal Headroom

Training runs for hours, and throttling under a long load stretches every job.

High-Bandwidth Host Link

An external card starves if the laptop link cannot feed it data fast enough.

Framework Driver Support

Common machine learning frameworks need current drivers to see the card at all.