This is a demonstration of running Pandas and machine learning operations on GPU using Nvidia Rapids

A compilation of various ML and DL models and ways to optimize the their inferences.

This computational neuroscience pipeline leverages GPU acceleration (via RAPIDS) to perform RSA on NSD fMRI beta-series data across various ROIs. It seeks to quantify the alignment between neural RDMs and semantic feature RDMs derived from VLMs, offering reproducible insights into the neural coding of scene-level and object-level semantics