Large Language Models
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Synthetic Data Generation
Quick Definition
Using AI to create artificial training data replicating patterns
Full Definition
Using AI models to create artificial training data that replicates real data patterns and distributions.
Examples
data augmentation, privacy-safe datasets, domain adaptation
Related Terms
synthetic-data
generative-ai
data-augmentation
More Large Language Models Terms
KV Cache
Memory optimization storing key-values for faster generation
Tree-of-Thought
Framework exploring multiple reasoning paths for optimal solutions
System Prompt
Special prompt defining AI assistant behavior and constraints
DPO
Alignment method bypassing reward model for preference learning
Semantic Search
Search technique understanding meaning rather than keywords
Vector Database
Specialized database for high-dimensional embedding queries