stem/AI/Neural Networks/CNN/GAN/GAN.md
andy d7ab8f329a vault backup: 2023-06-05 17:01:29
Affected files:
Money/Assets/Financial Instruments.md
Money/Assets/Security.md
Money/Markets/Markets.md
Politcs/Now.md
STEM/AI/Neural Networks/CNN/Examples.md
STEM/AI/Neural Networks/CNN/FCN/FCN.md
STEM/AI/Neural Networks/CNN/FCN/FlowNet.md
STEM/AI/Neural Networks/CNN/FCN/Highway Networks.md
STEM/AI/Neural Networks/CNN/FCN/ResNet.md
STEM/AI/Neural Networks/CNN/FCN/Skip Connections.md
STEM/AI/Neural Networks/CNN/FCN/Super-Resolution.md
STEM/AI/Neural Networks/CNN/GAN/DC-GAN.md
STEM/AI/Neural Networks/CNN/GAN/GAN.md
STEM/AI/Neural Networks/CNN/GAN/StackGAN.md
STEM/AI/Neural Networks/CNN/Inception Layer.md
STEM/AI/Neural Networks/CNN/Interpretation.md
STEM/AI/Neural Networks/CNN/Max Pooling.md
STEM/AI/Neural Networks/CNN/Normalisation.md
STEM/AI/Neural Networks/CNN/UpConv.md
STEM/AI/Neural Networks/CV/Layer Structure.md
STEM/AI/Neural Networks/MLP/MLP.md
STEM/AI/Neural Networks/Neural Networks.md
STEM/AI/Neural Networks/RNN/LSTM.md
STEM/AI/Neural Networks/RNN/RNN.md
STEM/AI/Neural Networks/RNN/VQA.md
STEM/AI/Neural Networks/SLP/Least Mean Square.md
STEM/AI/Neural Networks/SLP/Perceptron Convergence.md
STEM/AI/Neural Networks/SLP/SLP.md
STEM/AI/Neural Networks/Transformers/LLM.md
STEM/AI/Neural Networks/Transformers/Transformers.md
STEM/AI/Properties.md
STEM/CS/Language Binding.md
STEM/Light.md
STEM/Maths/Tensor.md
STEM/Quantum/Orbitals.md
STEM/Quantum/Schrödinger.md
STEM/Quantum/Standard Model.md
STEM/Quantum/Wave Function.md
Tattoo/Music.md
Tattoo/Plans.md
Tattoo/Sources.md
2023-06-05 17:01:29 +01:00

31 lines
1.0 KiB
Markdown

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