Memorization vs. Generalization (Wide & Deep)

YouTube’s recommender pairs a wide linear model that memorizes specific patterns with a deep neural network that generalizes to new cases, so it can use known behavior and still explore.

Core Idea

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Key Principles

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Examples

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Connections

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Source

Extracted from How To Build Recommendation Algorithms And System Designs