Generative Deep models for Devanagari characters

In these set of experiments i will use various GAN and Auto-Encoder models to generate Sanskrit (Devanagari characters)

Dataset:

Dataset is available at https://www.kaggle.com/rishianand/devanagari-character-set

Sample data

AutoEncoders

1. AutoEncoder using fully-connected layers
2. AutoEncoder using CNN layers

Variational AutoEncoders

1. Variational AutoEncoder using fully-connected layers
2. Variational AutoEncoder using CNN layers

Simple ANN (multi-layer perceptron based GAN):

Training of the model