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# Fully [Convolution](../../../../Signal%20Proc/Convolution.md)al
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- Remove [Max Pooling](../Max%20Pooling.md)
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- Use strided [UpConv](../UpConv.md)
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- Remove [FC](../../MLP/MLP.md) layers
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- Hurts convergence in non-[classification](../../../Classification/Classification.md)
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- Normalisation tricks
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- Batch normalisation
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- Batches of 0 mean and variance 1
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- Leaky [ReLu](../../Activation%20Functions.md#ReLu)
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# Stages
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## Generator, G
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- Synthesise 'fake' images
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- From noise
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## Discriminator, D
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- Discriminator is a classifier
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- Is image fake or real
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![gan-arch](../../../../img/gan-arch.png)
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![gan-arch2](../../../../img/gan-arch2.png)
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![gan-results](../../../../img/gan-results.png)]
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# Training
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![gan-training-discriminator](../../../../img/gan-training-discriminator.png)
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![gan-training-generator](../../../../img/gan-training-generator.png)
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# Code Vector Math for Control
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![cvmfc](../../../../img/cvmfc.png)
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- Do [AM](../Interpretation.md#Activation%20Maximisation) to derive code for an image
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![code-vector-math-for-control-results](../../../../img/code-vector-math-for-control-results.png)
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