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NCA-ADS - Data Manipulation and Preparation - Section 1.3

Build GPU-accelerated ETL workflows.

Design ETL workflows that move data through extract, transform, and load stages on the GPU to reduce end-to-end processing time. Apply RAPIDS libraries to replace CPU-bound transformation steps and sustain throughput at scale.

ETL

More in this domain

Integrate, join, and manipulate data using cuDF and pandas.Section 1.1
Handle data cleaning and data quality.Section 1.2
Apply feature engineering.Section 1.4
Handle class imbalance.Section 1.5
Apply dimensionality reduction.Section 1.6
Use Parquet storage for data.Section 1.7

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