← NVIDIA-Certified Professional Generative AI LLMs
NVIDIA · objective · 9% of the exam
Data Preparation
Exam objectives are the official skill domains NVIDIA-Certified Professional Generative AI LLMs tests. Below are the official NVIDIA docs our questions on this objective cite — review them, then practise.
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Official references for this objective
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Nvidia — CUDA-X Data Science Libraries | NVIDIA Developer
cuDF is a toolkit that contains GPU-accelerated libraries to optimize fundamental DataFrame operations. It includes drop-in accelerators for popular DataFrame libraries and SQL engines, like
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Nvidia — Apache Spark™ 3.0:For Analytics & Machine Learning | NVIDIA
The RAPIDS™ Accelerator for Apache Spark is a plug-in that leverages RAPIDS libraries and GPUs to accelerate data processing and machine learning pipelines on Apache
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Nvidia — GPU Accelerated Solutions for Data Science | NVIDIA
End-to-end time = Data Prep + Conversion + Training + Validation
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Nvidia — Magnum IO Software Stack for Accelerated Data Centers | NVIDIA
GPUDirect Storage (GDS) has been integrated with RAPIDS for ORC, Parquet, CSV, and Avro readers. RAPIDS CuIO has achieved up to a 4.5X performance improvement