Add details on GPU requirements

[LeoGrin]

Describe the issue linked to the documentation

• For instance memory requirements. I think 16G ram should be enough for the 10Kx500 limit, 8G for smaller datasets.
• Maybe also add expected speed / memory for different n_rows / n_samples.
• Make it clear that it will be slow on CPU.

Suggest a potential alternative/fix

No response