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
Variational Autoencoder
Generative model using latent space encoding and decoding
Federated Learning
Distributed ML training without sharing raw data
AI Safety
Research ensuring AI is developed safely without harm
Superintelligence
Hypothetical AI surpassing all human cognitive abilities
Few-Shot Learning
Learning to perform tasks from a small number of examples
Explainable AI
AI that provides understandable explanations for decisions