Will 32GB RAM speed up single-GPU training?

Probably not. For training on a single GPU, the bottleneck is almost always the GPU’s VRAM, not your system RAM. More VRAM lets you fit bigger batches or larger models. More system RAM helps with data loading and preprocessing, but once the data is on the GPU, the RAM doesn’t affect training speed.