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AI & Machine Learning · Intermediate

RAPIDS

NVIDIA's suite of open-source GPU-accelerated data science libraries with familiar Python APIs.

Definition

RAPIDS includes cuDF (pandas-like DataFrames), cuML (scikit-learn-like ML), cuGraph (graph analytics) and cuVS (vector search). cudf.pandas accelerates existing pandas code with zero code changes, and RAPIDS Accelerator speeds up Apache Spark.

Example

python -m cudf.pandas my_script.py

Exam tip

RAPIDS accelerates the data science workflow on GPUs with minimal code changes.

Related terms