Glossary term
Glossary term
Training and Fine-Tuning
Using a dataset not gathered scientifically in order to run quick experiments. Later on, it's essential to switch to a scientifically gathered dataset.
Created for this library
A startup's data team warns leadership that survey results came from convenience sampling among newsletter subscribers and may not generalize.
A marketing analytics team labels its early focus-group panel as convenience sampling and follows up with a representative survey before sizing the market.
A research team annotates its dataset card to disclose that early training data came from convenience sampling of internal employees.
Definition source: Google for Developers Machine Learning Glossary | Creative Commons Attribution 4.0 License