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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.

Linked concepts open in a new tab. Audio reads the definition and example.

RMSProp

Optimization · Level 2 of 5

RMSProp

An optimizer that rescales gradients using a moving average of squared gradients.

Its adaptive denominator moderates coordinates with persistently large gradients.

Example

A trainer divides a gradient by a running root-mean-square estimate.

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Audio transcript

RMSProp. An optimizer that rescales gradients using a moving average of squared gradients. Its adaptive denominator moderates coordinates with persistently large gradients. For example: A trainer divides a gradient by a running root-mean-square estimate.

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

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