Artificial Intelligence
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One-Shot Learning
Quick Definition
Learning to recognize patterns from a single example
Full Definition
A ML paradigm where a model learns to recognize patterns from only a single training example per class.
Examples
face recognition from one photo, voice matching from one sample
Related Terms
few-shot-learning
meta-learning
siamese-network
More Artificial Intelligence Terms
In-Context Learning
LLMs learning new tasks from prompt examples without weight updates
Self-Attention
Mechanism allowing sequence positions to attend to all others
Grounding
Connecting AI outputs to verifiable real-world sources
Superintelligence
Hypothetical AI surpassing all human cognitive abilities
Feature Importance
Quantifying each input features contribution to predictions
Neural Network
Computing system inspired by brain neurons