KimRass

CLIP

PyTorch implementation of 'CLIP' (Radford et al., 2021) from scratch and training it on Flickr8k + Flickr30k

Improved-DDPM

PyTorch implementation of 'Improved DDPM' (Nichol and Dhariwal, 2021).

DALL-E

LSTM-Text-Gen.

BERT

'BERT' (Devlin et al., 2019) implementation from scratch in PyTorch

DCGAN

PyTorch implementation of 'DCGAN' (Radford et al., 2016) and training it on CelebA

Gatys-et-al.-2016

PyTorch implementation of Gatys et al., 2016 from scratch

Kaggle-Iceberg

https://www.kaggle.com/c/statoil-iceberg-classifier-challenge/

StarGAN

PyTorch implementation of 'StarGAN' (Yunjey Choi et al., 2018)

CycleGAN

PyTorch implementation of 'CycleGAN' (Zhu et al., 2017) and training it on 6 datasets

Pix2Pix

PyTorch implementation of 'Pix2Pix' (Isola et al., 2017) and training it on Facades and Google Maps

VAE

PyTorch implementation of 'VAE' (Kingma and Welling, 2014) and training it on MNIST

CAM

PyTorch implementation of 'CAM' (Zhou et al., 2015) from scratch.

Sentence-BERT

'Sentence-BERT' (Nils Reimers et al., 2019) (partial) implementation in PyTorch

Kaggle-Titanic

https://www.kaggle.com/competitions/titanic

RotNet

Pytorch implementation of 'RotNet' (Gidaris et al., 2018).

SimCLR

'SimCLR' (Ting Chen et al., 2020) (partial) implementation in PyTorch

CRAFT

'CRAFT'

Tableau

Data visualization in Tableau

Mehdi-Noroozi-et-al.-2016

Mehdi Noroozi et al. (2016) implementation in PyTorch

Richard-Zhang-et-al.-2016

PyTorch implementation of experiments of Zhang et al., 2016 from scratch.

Mehdi-Noroozi-et-al.-2017

Mehdi Noroozi et al. (2017) implementation in PyTorch

explainable_ai

Computer vision visualization such as Grad-CAM, etc.

STEFANN

'STEFANN' (Roy et al., 2020) implementation from scratch in PyTorch

PixelLink

'PixelLink' (Deng et al., 2018) implementation from scratch in PyTorch

SynthTIGER

SQL

Practice SQL

LoRA

LoRA (Low-Rank Adaptation)

RoBERTa

'RoBERTa' (Liu et al., 2019) implementation from scratch in PyTorch

ALBERT