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How to detect multiple playing cards of the same class with a neural network?

AI Stack ExchangeAnalysis or commentary·
AI brief

A user asked how to train a neural network to detect the suit and rank of playing cards across decks that may use different shapes or colors.

Written by AI from AI Stack Exchange's published text.

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“I want to train an AI to detect the class (i.e. suit and rank) of playing cards. Playing cards from different decks may use slightly different shapes or colors to represent these attributes, and I want the system to work across many decks.”
AI Stack Exchange, 14 Sept 2026, 09:04.

Interpretation or community commentary rather than straight reporting.

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