Akanimax

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

T2F. T2F: text to face generation using Deep Learning

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

msg-stylegan-tf. MSG StyleGAN in tensorflow

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

msg-gan-v1. MSG-GAN: Multi-Scale Gradients GAN (Architecture inspired from ProGAN but doesn't use layer-wise growing)

Variational_Discriminator_Bottleneck. Implementation (with some experimentation) of the paper titled "VARIATIONAL DISCRIMINATOR BOTTLENECK: IMPROVING IMITATION LEARNING, INVERSE RL, AND GANS BY CONSTRAINING INFORMATION FLOW" (arxiv -> https://arxiv.org/pdf/1810.00821.pdf)

thr3ed_atom. ReLU Fields The Little Non-linearity That Could

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

big-discriminator-batch-spoofing-gan. BMSG-GAN with more features

pro_gan_pytorch-examples. Examples trained using the python pytorch package pro-gan-pth

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

my-deity. I worship the one true neural network architecture that can autonomously learn everything.

NLP2SQL. A research and review of techniques to provide a natural language interface to RDMS.

open-styleganv2-pytorch. Open source + Free for Commercial Use implementation of StyleGANv2 in pytorch

3inGAN. Python

capsule-network-TensorFlow. The impending concept of capsule networks has finally arrived at arXiv. link to the publication -> https://arxiv.org/abs/1710.09829 . In this repository, I'll create an implementation using TensorFlow from scratch as an exercise.

GAN-understanding. 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.

autoencoder-cifar-10. Implementing an auto-encoder for the cifar10 dataset

Homecoming. repository for mini-projects

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

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

multithreaded-histogram-equalization-cpp. 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

some-random-gan-2. 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

some-randon-gan-1. MSG-GAN with self attention. For MSG-GAN head to -> https://github.com/akanimax/MSG-GAN

AI-Literature. A repository to store key research works from the past. It is also an attempt to structure and organize these research papers.

CL-3_lab_2017. repository for assignments of Computer Laboratory 3 - 2016

REST_MOVIE_TICKET_SYSTEM. A restful system implementing token based authentication for allowing users to book movie tickets online. Use of Play framework for scala

energy-preserving-neural-network. When a data signal propagates through the Neural Network, it is not mandatory that the energy of the signal will be preserved throughout the neural computations. This research attempts at collecting (perhaps creating) techniques for preserving the Energy throughout the network.

algorithms. A repository for collecting the coding implementations of some of the most famous algorithms

SVC2004-deep-learning. A deep learning based solution for the SVC2004 problem.

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

stylegan2. StyleGAN2 - Official TensorFlow Implementation

toxic-comment-identification-tensorflow. Data -> https://www.kaggle.com/c/jigsaw-toxic-comment-classification-challenge/data

deep-reinforcement-learning. Project for studying and implementing the traditional RL algorithms and also the DL variants of the same.