/Generative-Architectures-in-pytorch

This repo consists of all the projects concerning generative models, done by me (in pytorch).

Primary LanguageJupyter NotebookApache License 2.0Apache-2.0

Generative Architectures in pytorch

This repo consists of all the projects concerning generative models, done by me (in pytorch). Logs and results can be accessed via wandb (https://wandb.ai/aniketthomas/GAN%20Projects)

Progress Chart:

  1. Implemented Autoencoders (Reference paper: https://www.science.org/doi/10.1126/science.1127647). Also studied mathematical aspect of VAE and derived KL divergence for two normal distribution.
  2. Implemented VAE (Reference paper: https://arxiv.org/abs/1312.6114)
  3. Studied DCGAN paper and implemented it (Reference paper: https://arxiv.org/pdf/1511.06434.pdf)