stem/AI/Neural Networks/CNN/GAN/GAN.md
Andy Pack efa7a84a8b vault backup: 2023-12-27 21:56:22
Affected files:
.obsidian/graph.json
.obsidian/workspace-mobile.json
.obsidian/workspace.json
Languages/Spanish/Spanish.md
STEM/AI/Classification/Classification.md
STEM/AI/Classification/Decision Trees.md
STEM/AI/Classification/Logistic Regression.md
STEM/AI/Classification/Random Forest.md
STEM/AI/Classification/Supervised/SVM.md
STEM/AI/Classification/Supervised/Supervised.md
STEM/AI/Neural Networks/Activation Functions.md
STEM/AI/Neural Networks/CNN/CNN.md
STEM/AI/Neural Networks/CNN/GAN/DC-GAN.md
STEM/AI/Neural Networks/CNN/GAN/GAN.md
STEM/AI/Neural Networks/Deep Learning.md
STEM/AI/Neural Networks/Properties+Capabilities.md
STEM/AI/Neural Networks/SLP/Perceptron Convergence.md
2023-12-27 21:56:22 +00:00

36 lines
1.1 KiB
Markdown

---
tags:
- ai
- media
---
# Fully [Convolution](../../../../Signal%20Proc/Convolution.md)al
- Remove [Max Pooling](../Max%20Pooling.md)
- Use strided [UpConv](../UpConv.md)
- Remove [FC](../../MLP/MLP.md) layers
- Hurts convergence in non-[classification](../../../Classification/Classification.md)
- Normalisation tricks
- Batch normalisation
- Batches of 0 mean and variance 1
- Leaky [ReLu](../../Activation%20Functions.md#ReLu)
# Stages
## Generator, G
- Synthesise 'fake' images
- From noise
## Discriminator, D
- Discriminator is a classifier #classification
- 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 [AM](../Interpretation.md#Activation%20Maximisation) to derive code for an image
![code-vector-math-for-control-results](../../../../img/code-vector-math-for-control-results.png)