What is the meaning of the two Dense in this code?
self.model.add(Flatten())
self.model.add(Dense(512))
self.model.add(Activation('relu'))
self.model.add(Dropout(0.5))
self.model.add(Dense(10))
self.model.add(Activation('softmax'))
self.model.summary()
Dense is the only actual network layer in that model.
A Dense layer feeds all outputs from the previous layer to all its neurons, each neuron providing one output to the next layer.
It's the most basic layer in neural networks.
A Dense(10) has ten neurons. A Dense(512) has 512 neurons.
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