jongbeom-kim64

LoRA

LoRA (Low-Rank Adaptation)

DETR

PyTorch implementation of 'DETR' (Carion et al., 2020) from scratch.

YOLO

PyTorch implementation of 'YOLO' (Redmon et al., 2016) from scratch

ALBERT

DeepLabv3

PyTorch implementation of 'DeepLabv3' (Chen et al., 2018) and training it on VOC 2012

RoBERTa

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

PixelLink

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

STEFANN

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

PGGAN

PyTorch implementation of 'PGGAN' (Karras et al., 2018) from scratch and training it on CelebA-HQ at 512 × 512

Pix2Pix

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

CycleGAN

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

BERT

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

DDPM

PyTorch implementation of 'DDPM' (Ho et al., 2020) and training it on CelebA 64×64

DCGAN

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

CLIP

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

ViT

PyTorch implementation of 'ViT' (Dosovitskiy et al., 2020) and training it on CIFAR-10 and CIFAR-100

Gatys-et-al.-2016

PyTorch implementation of Gatys et al., 2016 from scratch

google_drive_api

rec_sys_using_customer_data_and_dl

This repository is based on the lecture '고객데이터와 딥러닝을 활용한 추천시스템 구현'

reinforcement_learning

This repository is based on the lecture '모델 성능 개선으로 익히는 강화학습 A-Z 올인원 패키지 Online'

time_series_using_python

This repository is based on the lecture '파이썬을 활용한 시계열 데이터 분석 A-Z 올인원 패키지 Online'

introduction_to_nlp_using_tf

This repository is based on the lecture 'Tensorflow를 활용한 딥러닝 자연어처리 입문'

time_series_using_4_use_cases

This repository is based on the lecture '4가지 유즈 케이스를 활용한 시계열 분석: 전처리부터 딥러닝 적용까지'

SynthTIGER

explainable_ai

Computer vision visualization such as Grad-CAM, etc.

dl_based_image_recognition_model

This repository is based on the lecture '딥러닝 기반의 영상 인식 모델 구현'

book_text_recognizer

'CRAFT' text detector와 'CLOVA OCR' API를 활용한 Book text recognizer

music_vae

Train 'MusicVAE' using 'Groove MIDI' dataset.

train_easyocr

Train 'EasyOCR' using '공공행정문서 OCR' dataset from 'AI-Hub'.

Data-Modeling

Data modeling