Vocabulary

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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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Exploding Gradient

Deep Learning · Level 2 of 5

Exploding Gradient

Gradients growing so large that optimization becomes unstable.

Repeated large derivative factors can produce extreme parameter updates.

Example

A recurrent model's gradient norm suddenly jumps by many orders of magnitude.

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Audio transcript

Exploding Gradient. Gradients growing so large that optimization becomes unstable. Repeated large derivative factors can produce extreme parameter updates. For example: A recurrent model's gradient norm suddenly jumps by many orders of magnitude.

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This helps explain why a neural model learns well, becomes unstable, or fails to generalize.

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