Data/ML/AIEmergingAround since 2022

Synthetic Data

Artificially generated data, often produced by another AI model, used to train or test a system when real data is scarce, expensive, or sensitive.

Think of it like

Like practicing surgery on a lifelike medical mannequin because real patients are scarce, risky, or off-limits to practice on.

Junior or senior?

Junior sounds like

Treats synthetic data as just a cheap way to get more data.

Senior sounds like

Is aware of the risk of bias amplification or model collapse, and can describe how they checked for it.

Ask them

“What risk did generating synthetic data introduce, and how did you check for it?”