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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.uu_Vg2VUwGui5NgLTYnACb4s8-HTXx-fH2fZ6RpUyKc)
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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.yr6P_bhpJ-ItS41z1ZfduYX8czOoZ95LZqEAIu3TDms)