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
Responsible AI
Framework for developing fair, transparent, accountable AI
Neural Architecture Search
Automating the design of optimal neural network architectures
Superintelligence
Hypothetical AI surpassing all human cognitive abilities
Knowledge Graph
Structured graph of entities and their relationships
Adversarial Robustness
AI model ability to resist adversarial perturbations
AI Benchmark
Standardized tests measuring AI model performance