What is the key challenge of artificial data synthesis identified in Machine Learning Yearning?

Synthetic data that appears realistic to a human always appears realistic to a computer as well.

It is sometimes easier to create synthetic data that appears realistic to a _____ than to a computer.

Match each concept to its correct description in the context of the computer realism challenge in data synthesis.

Order the reasoning steps a practitioner should follow when assessing whether synthetic data is suitable for model training.

A team synthesizes car-noise audio that human listeners rate as convincing. What should they do before adding it to training?

Creating synthetic data that appears realistic to a computer is generally harder than creating data that appears realistic to a human.

Synthetic data can appear realistic to a person without appearing _____ to a computer.

Match each scenario to the realism concept it best illustrates: human realism, computer realism, or the gap between them.

Order the steps a team should follow to address the computer realism challenge when incorporating synthetic data into training.

Analyzing the Discrepancy in Human versus Computer Realism for Synthetic Data

Diagnosing a Realism Discrepancy in Synthesized Training Data

Limits of Human Inspection in Verifying Synthesized Data Realism