A simple GAN code to learn on how it can fit a Circle using 2 and 3 features
![screen-shots](https://private-user-images.githubusercontent.com/2294224/370818971-83abbe19-4f33-4ff9-8cad-2318315794bf.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.FOn57ltTGnioQHs8pBpiJziAPs6vD4OX9M0ftTNYh8E)
Here are two videos showing the fitting of circles. I used two features and three features to fit the GANs. Additionally there is VAE-GAN to fit the circle
The following are from 2 and 3 feature GAN
VAE-GAN from 2 features fit
![screen-shots](https://private-user-images.githubusercontent.com/2294224/370225819-62f3e660-4be2-4f1c-8ee2-5f91aafe0a2b.jpg?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.6Lth5ofr-pvK6EWpmWYbYKTLdXepy5MShFJ-1GOC5Lk)