kwj2104 / Simple Variational Autoencoder
A VAE written entirely in Numpy/Cupy
Stars: ✭ 20
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python
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Variational Autoencoder in NumPy
This is a full implementation of a simple VAE written entirely in Numpy (and Cupy). The code runs very slow on CPU so using a GPU with Cupy is recommended.
Original Paper: Auto-Encoding Variational Bayes, Diederik P Kingma, Max Welling
Used preprocessing code and inspired by @shinseung428's Vanilla GAN.
Implementation Details
- Learns the MNIST Dataset
- Xavier Initialization
- Adam Optimizer
Requirements
- Numpy
- PIL (visualize results)
- Cupy (Optional)
Network
Results
Author
K / @kwj2104
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