Glossary term
Glossary term
Training and Fine-Tuning
A machine learning approach, often used for object classification, designed to learn effective classification model from a single training example.
See also few-shot learning and zero-shot learning.
Created for this library
A face recognition vendor uses one-shot learning so users can enroll with a single photo and still be recognized later.
A retail analytics team uses one-shot learning to classify a new product line from a single labeled example.
A medical AI team uses one-shot learning to extend its model to new rare conditions when only one annotated case is available.
Definition source: Google for Developers Machine Learning Glossary | Creative Commons Attribution 4.0 License