Vocabulary

Understand the term. Connect the concept.

A practical dictionary of 512 AI, machine learning, mathematics, and programming terms from HerbDev’s AI Vocabulary app. Start with a definition, explore an example, then follow the concepts behind it.

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Optimization

Optimization · Level 2 of 5

Optimization

Choosing variable values to improve an objective subject to constraints.

Numerical optimization can converge imperfectly or stop at a non-global solution.

Example

A training procedure seeks parameters with lower loss.

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Audio transcript

Optimization. Choosing variable values to improve an objective subject to constraints. Numerical optimization can converge imperfectly or stop at a non-global solution. For example: A training procedure seeks parameters with lower loss.

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This helps you understand what parameter updates are trying to improve and when they can fail.

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Objective Function

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