Caesar AI Atlas

Objective Function

Caesar AI Atlas Definition

An objective function is a mathematical expression or metric that a model or algorithm seeks to minimize or maximize. It can represent loss, accuracy, reward, cost, or another optimization target depending on the task.

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Objective Function Source

The mathematical formula or metric that a model aims to optimize. For example, the objective function for linear regression is usually Mean Squared Loss. Therefore, when training a linear regression model, training aims to minimize Mean Squared Loss. In some cases, the goal is to maximize the objective function. For example, if the objective function is accuracy, the goal is to maximize accuracy. See also loss.

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