AI Glossary
Regression
Regression is a machine learning task that predicts numerical values, such as prices, sales, or future outcomes, based on patterns in data.
Overview
Regression is a type of machine learning task used to predict numerical values.
Instead of assigning information to categories, a regression model estimates a quantity or measurement.
For example, a model might predict house prices, future sales revenue, energy consumption, or stock demand.
The model learns relationships within historical data and uses those patterns to estimate future values.
Why It Matters
Many business and forecasting applications depend on regression.
It helps organizations estimate future outcomes and make more informed decisions.
Regression is one of the most widely used machine learning techniques.
Real-World Example
A real estate company uses regression to estimate the market value of a home based on its location, size, age, and other characteristics.
Related Concepts
- Classification
- Dataset
- Features
- Labels
- Machine Learning