Exam NCP-ADS Topic 1 Question 209 Discussion

Actual exam question for NVIDIA's NCP-ADS exam
Question #: 209
Topic #: 1

You need to generate synthetic data to augment an imbalanced dataset using RAPIDS™ and cuDF.
Which of the following strategies would be most effective in producing high-quality synthetic data for the minority class?

A. Use synthetic data generation libraries like SDV (Synthetic Data Vault) in conjunction with cuDF to create synthetic data that mimics the distribution of the minority class. B. Generate synthetic data by duplicating entries from the minority class using cudf.DataFrame.sample(). C. Create synthetic data by applying random transformations to the minority class, such as scaling, rotation, or flipping, using cuDF. D. Use only the majority class data to train a model and generate synthetic data using a GAN (Generative Adversarial Network) in the RAPIDS ecosystem.

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