MLP, CNN and RNN

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Model Connection Style Best For Weakness
MLP Fully connected, dense layers Tabular data, general-purpose learning Ignores structure (order, spatial locality)
CNN Convolutions (local filters) Images, spatial data Struggles with sequences without modification
RNN Sequential recurrence Time series, language Hard with long dependencies, slow training

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