https://github.com/ayushmankumar7/mixture-density-networks

Simple Mixture Density Model implementation in Pytorch
https://github.com/ayushmankumar7/mixture-density-networks

gaussian-mixture-models mdn mixture-density-network mixture-density-networks pytorch pytorch-implementation

Last synced: about 1 month ago
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Simple Mixture Density Model implementation in Pytorch

• Host: GitHub
• URL: https://github.com/ayushmankumar7/mixture-density-networks
• Owner: ayushmankumar7
• License: gpl-3.0
• Created: 2021-12-20T18:36:45.000Z (over 3 years ago)
• Default Branch: master
• Last Pushed: 2022-05-21T12:39:11.000Z (about 3 years ago)
• Last Synced: 2025-03-24T16:11:36.301Z (4 months ago)
• Topics: gaussian-mixture-models, mdn, mixture-density-network, mixture-density-networks, pytorch, pytorch-implementation
• Language: Jupyter Notebook
• Homepage:
• Size: 1.66 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 1
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Mixture-Density-Networks

## Initial Data  

![](assets/x_y_data.png)

## Prediction using a Simple Neural Network

![](assets/x_y_approximation.png)

## Inverse X-Y = Y-X 

![](assets/inverse.png)

## Same Neural Network Output

![](https://github.com/ayushmankumar7/Mixture-Density-Networks/blob/master/assets/inverse%20approximation.png?raw=true)

## Using MDN 

![](assets/sampled.png)

![](assets/final.png)