sarsoo/stem

History

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
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cGAN.md	vault backup: 2023-06-04 22:30:39	2023-06-04 22:30:39 +01:00
CycleGAN.md	vault backup: 2023-05-31 22:51:45	2023-05-31 22:51:45 +01:00
DC-GAN.md	vault backup: 2023-06-05 17:01:29	2023-06-05 17:01:29 +01:00
GAN.md	vault backup: 2023-06-05 17:01:29	2023-06-05 17:01:29 +01:00
README.md	vault backup: 2023-05-31 21:29:04	2023-05-31 21:29:04 +01:00
StackGAN.md	vault backup: 2023-06-05 17:01:29	2023-06-05 17:01:29 +01:00

README.md

Fully Convolutional

Remove Max Pooling
- Use strided UpConv
Remove MLP layers
- Hurts convergence in non-classification
Normalisation tricks
- Batch normalisation
  - Batches of 0 mean and variance 1
- Leaky Activation Functions#ReLu

Stages

Generator, G

Synthesise 'fake' images
From noise

Discriminator, D

Discriminator is a classifier
- Is image fake or real

]

Training

Code Vector Math for Control

Do Interpretation#Activation Maximisation to derive code for an image $code-vector-math-for-control-results$