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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Dataset Shift

Data & Datasets · Level 2 of 5

Dataset Shift

A difference between training and deployment data distributions.

Different shifts affect different modeling assumptions.

Example

A photo model trained indoors is deployed on outdoor cameras.

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Audio transcript

Dataset Shift. A difference between training and deployment data distributions. Different shifts affect different modeling assumptions. For example: A photo model trained indoors is deployed on outdoor cameras.

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