NAVIGATION
Definition

Cost Function

A Cost Function is a mathematical formula that measures the performance of a machine learning model on the entire dataset. It represents the average of the loss function values computed across all training examples.

Frequently Asked Questions

What is the difference between a loss function and a cost function?

A loss function measures error for a single training example. A cost function aggregates the errors across the entire dataset.

How does optimization relate to the cost function?

Optimization algorithms (like gradient descent) iteratively adjust parameter weights to locate the global minimum of the cost function.

Quick Facts

  • CategoryMathematical Foundations
  • Key ApplicationGradient optimization, learning model evaluation, and parameter updates.

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