RAPIDS is a high-level framework built on top of CUDA to address specific domains, particularly data science, machine learning, and analytics.
It includes components like:
- cuDF: A pandas-like library for dataframe operations, powered by Libcudf++
- cuML: A scikit-learn-like library for machine learning algorithms, built on CUDA primitives.
- cuGraph: A library for graph analytics, leveraging GPU-optimized graph algorithms.