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
Transformer
Architecture using self-attention for parallel processing
Adversarial Attack
Crafting inputs that fool AI models into wrong predictions
Retrieval-Augmented Generation
Combining LLMs with external knowledge for accurate responses
One-Shot Learning
Learning to recognize patterns from a single example
AutoML
Automation of the machine learning pipeline
Recommendation System
AI systems predicting and suggesting items of interest