Is your feature request related to a problem? Please describe.
StandardScaler is a commonly used preprocessing transformer in scikit-learn pipelines, but currently lacks cuml.accel acceleration support. Users cannot benefit from GPU acceleration when using StandardScaler via cuml.accel.
Describe the solution you'd like
Enable cuml.accel to automatically accelerate sklearn.preprocessing.StandardScaler using cuML's GPU implementation when appropriate hardware and conditions are available.
Describe alternatives you've considered
- Manually using
cuml.preprocessing.StandardScaler directly instead of scikit-learn's version
- Using cuML's estimators throughout the pipeline rather than relying on cuml.accel
Additional context
StandardScaler is fundamental to many ML workflows and would significantly benefit from GPU acceleration.
Is your feature request related to a problem? Please describe.
StandardScaler is a commonly used preprocessing transformer in scikit-learn pipelines, but currently lacks cuml.accel acceleration support. Users cannot benefit from GPU acceleration when using StandardScaler via cuml.accel.
Describe the solution you'd like
Enable cuml.accel to automatically accelerate
sklearn.preprocessing.StandardScalerusing cuML's GPU implementation when appropriate hardware and conditions are available.Describe alternatives you've considered
cuml.preprocessing.StandardScalerdirectly instead of scikit-learn's versionAdditional context
StandardScaler is fundamental to many ML workflows and would significantly benefit from GPU acceleration.