What is synthetic data?
Synthetic data is data generated by a model or simulator instead of collected from real people or events.
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synthetic data in AI data
It is cheap to produce but needs verification and can cause model collapse if overused.
Type: training data.
Read more: data types / synthetic data.
Other terms of the same type: training data
- preference data: Preference data is a collection of human choices between model outputs that records which response people prefer.
- expert demonstration: An expert demonstration is a recording of a skilled professional performing a task step by step, used to teach a model the process.
Where synthetic data applies on this site
- Data type: Synthetic training data
Quick answers
What is synthetic data?
Synthetic data is data generated by a model or simulator instead of collected from real people or events.
Why does synthetic data matter in AI data?
It is cheap to produce but needs verification and can cause model collapse if overused.