Zero-Shot Learning
Quick Definition
Performing tasks on unseen classes without training examples
Full Definition
A ML paradigm where a model performs tasks on unseen classes without any training examples for those classes.
Examples
image classification of new categories, cross-domain transfer
Related Terms
few-shot-learning
transfer-learning
meta-learning
More Artificial Intelligence Terms
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AI that enables machines to interpret visual information
Quantization
Reducing model precision from 32-bit to lower bit representations
Prompt Engineering
Crafting effective inputs to guide AI model outputs
Model Distillation
Creating smaller models that replicate larger model behavior
Named Entity Recognition
Identifying and classifying named entities in text
Chain-of-Thought
Technique encouraging AI to show step-by-step reasoning