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General AI

Regression

Definition

A supervised learning task where the model predicts a continuous numerical value rather than a category.

In-Depth Explanation

Unlike classification which predicts discrete categories, regression predicts continuous values. Linear regression finds the best-fit line through data points, while more complex models can capture non-linear relationships. Applications include predicting prices, temperatures, sales figures, and any scenario requiring numerical forecasting.

Real-World Example

A real estate model predicting house prices based on features like square footage, location, and number of bedrooms.

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