Pinned Repositories
CLIP
PyTorch implementation of 'CLIP' (Radford et al., 2021) from scratch and training it on Flickr8k + Flickr30k
CycleGAN
PyTorch implementation of 'CycleGAN' (Zhu et al., 2017) and training it on 6 datasets
DDPM
PyTorch implementation of 'DDPM' (Ho et al., 2020) and training it on CelebA 64×64
DETR
PyTorch implementation of 'DETR' (Carion et al., 2020) from scratch.
ILVR
PyTorch implementation of 'ILVR' (Choi et al., 2021) from scratch and applying it to 'DDPM' on CelebA at 64 × 64
PGGAN
PyTorch implementation of 'PGGAN' (Karras et al., 2018) from scratch and training it on CelebA-HQ at 512 × 512
RoBERTa
'RoBERTa' (Liu et al., 2019) implementation from scratch in PyTorch
train_easyocr
Fine-tuning 'EasyOCR' on the '공공행정문서 OCR' dataset provided by 'AI-Hub'.
ViT
PyTorch implementation of 'ViT' (Dosovitskiy et al., 2020) and training it on CIFAR-10 and CIFAR-100
warehouse
KimRass's Repositories
KimRass/CLIP
PyTorch implementation of 'CLIP' (Radford et al., 2021) from scratch and training it on Flickr8k + Flickr30k
KimRass/DETR
PyTorch implementation of 'DETR' (Carion et al., 2020) from scratch.
KimRass/RoBERTa
'RoBERTa' (Liu et al., 2019) implementation from scratch in PyTorch
KimRass/ViT
PyTorch implementation of 'ViT' (Dosovitskiy et al., 2020) and training it on CIFAR-10 and CIFAR-100
KimRass/VQ-VAE-PixelCNN
PyTorch implementation of VQ-VAE (Oord et al., 2017) & PixelCNN ((Oord et al., 2016) and training it on Fashion MNIST and CIFAR-10
KimRass/ALBERT
KimRass/CRAFT
'CRAFT'
KimRass/LoRA
LoRA (Low-Rank Adaptation)
KimRass/SynthTIGER
KimRass/Tableau
Data visualization in Tableau
KimRass/book_text_recognizer
Recognizing book content using the 'CLOVA OCR API'.
KimRass/Conditional-WGAN-GP
PyTorch implementation of 'Conditional GAN' (Mirza et al., 2014) & 'WGAN-GP' (Gulrajani et. al., 2017) and training it on MNIST
KimRass/DCGAN
PyTorch implementation of 'DCGAN' (Radford et al., 2016) and training it on CelebA
KimRass/explainable_ai
Computer vision visualization such as Grad-CAM, etc.
KimRass/Jigsaw-Puzzle
A rule-based algorithm for solving edge-matching puzzles of arbitrary sizes using L2 distance.
KimRass/Pix2Pix
PyTorch implementation of 'Pix2Pix' (Isola et al., 2017) and training it on 'Facades' and Google Maps
KimRass/Sentence-BERT
'Sentence-BERT' (Nils Reimers et al., 2019) (partial) implementation in PyTorch
KimRass/SQL
Practice SQL
KimRass/CFG
PyTorch implementation of 'CFG' (Ho et al., 2022).
KimRass/FastAPI
1. Bulletin board using SQLAlchemy. 2. Service that accepts image and performs semantic segmentation using DeepLabv3.
KimRass/Improved-DDPM
PyTorch implementation of 'Improved DDPM' (Nichol and Dhariwal, 2021).
KimRass/Kaggle-Iceberg
https://www.kaggle.com/c/statoil-iceberg-classifier-challenge/
KimRass/Kaggle-Titanic
https://www.kaggle.com/competitions/titanic
KimRass/LSTM-Text-Gen
Simple LSTM text generation model using PyTorch Lightning.
KimRass/RoPE
KimRass/SimCLR
'SimCLR' (Ting Chen et al., 2020) (partial) implementation in PyTorch
KimRass/Swin-Transformer
PyTorch implementation of 'Swin Transformer' (Liu et al., 2021) from scratch.
KimRass/Transformer
PyTorch implementation of 'Transformer' (Vaswani et al., 2017)
KimRass/VAE
PyTorch implementation of 'VAE' (Kingma and Welling, 2014) and training it on MNIST
KimRass/Peekaboo