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
Pruning
Removing redundant neural network connections to reduce size
Recurrent Neural Network
Neural network with cyclic connections for sequence processing
Prompt Engineering
Crafting effective inputs to guide AI model outputs
Knowledge Graph
Structured graph of entities and their relationships
Style Transfer
Applying artistic style of one image to another using neural networks
State Space Model
Architecture using linear attention for efficient sequence modeling