A lightweight template for building AI-based prototype/research POCs in Python. My poison (DL framework :laugh: ) of choice is PyTorch!

ReLU Fields The Little Non-linearity That Could

Unofficial PyTorch implementation of the paper titled "Progressive growing of GANs for improved Quality, Stability, and Variation"

[MSG-GAN] Any body can GAN! Highly stable and robust architecture. Requires little to no hyperparameter tuning. Pytorch Implementation

T2F: text to face generation using Deep Learning

Examples trained using the python pytorch package pro-gan-pth

Open source + Free for Commercial Use implementation of StyleGANv2 in pytorch

MSG-GAN: Multi-Scale Gradients GAN (Architecture inspired from ProGAN but doesn't use layer-wise growing)

MSG StyleGAN in tensorflow

Implements gans on toy datasets and preliminary ML datasets for showing certain aspects of convergence and stability. Tries to cover various loss functions defined over the years.

BMSG-GAN with more features

Implementation of the paper -> https://arxiv.org/abs/1709.00155. For converting information present in the form of structured data into natural language text

A variant of the Self Attention GAN named: FAGAN (Full Attention GAN)

Implementation (with some experimentation) of the paper titled "VARIATIONAL DISCRIMINATOR BOTTLENECK: IMPROVING IMITATION LEARNING, INVERSE RL, AND GANS BY CONSTRAINING INFORMATION FLOW" (arxiv -> …

More experimentation with the base MSG-GAN architecture. This includes the coord-conv layers in the architecture. For more info about MSG-GAN, head to -> https://github.com/akanimax/msg-stylegan-tf

Various GANs trained on a dataset containing images of Indian Celebrities (procured by me).

Explanatory Code for performing Histogram Equalization on Images for contrast improvement. The code uses OpenCV in C++ for image read/write and uses pthread for multithreading

GAN example created using the attn_gan_pytorch package -> https://github.com/akanimax/attn_gan_pytorch

python package for self-attention gan implemented as extension of PyTorch nn.Module. paper -> https://arxiv.org/abs/1805.08318

Web projects as a part of the Single-Page-Web-Development-using-AngularJS coursera course. This repo contains use of Bootstrap for styling the front-end pages.

MSG-GAN with self attention. For MSG-GAN head to -> https://github.com/akanimax/MSG-GAN