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SySynthetic4
Synthetic
AI-generated training data
retrievalRow 4: Emergingadvanced3 hoursRequires: Lg, Ft
Overview
Synthetic data generation uses AI to create training data, reducing reliance on expensive human-labeled datasets.
What is it?
Machine-generated data used to train or evaluate AI models.
Why it matters
Quality data is expensive. Synthetic data can augment limited datasets, protect privacy, and enable training on rare scenarios.
How it works
LLMs generate diverse examples based on specifications. The data is validated, filtered, and used to train or fine-tune models.
Real-World Examples
Instruction Tuning
Generating instruction-response pairs
Data Augmentation
Expanding limited datasets
Privacy-Safe Data
Synthetic data without PII