Hi there, this is JunCheol Kim! I'm enjoying learning about AI and data analysis.
Also, I'm interested in building services using AI system.
I am familiar with defining and solving problems in NLP, CV, and ML.
- Email: [email protected]
- Notion Link
- AI
- Service: AI Search Engine, Chatbot, RAG
- Data: Jinja, DB, OpenCV
- Train: Deepspeed, FSDP, PyTorch, Huggingface, LoRA
- Serve: vLLM, Quantization(AWQ, GPTQ)
- ML
- Tools: sklearn, Optuna, LGBM
- Data Analysis: Numpy, Pandas, MatplotLib, Seaborn, Spark
- Backend
- Server: Uvicorn, FastAPI
- DB: SQL
- Load testing: JMeter
- Language/Tool: Python, FastAPI
-
Computer Vision
- Object Detection
- Optical Character Recognition (OCR)
- Segmentation
-
NLP
- Vector Search
- Text/Table QA
- LLM based Chatbot (TODS)
- RAG
- Agent
| Type | Date | Contents | Organization |
|---|---|---|---|
| External Activity | 2021.7~2023.12 | 딥러닝 논문 읽기 모임 | YouTube "딥러닝논문읽기모임" |
| External Activity | 2021.8~2022.4 | Year Dream Project | 중소벤처기업진흥공단 |
| External Activity | 2021.1~2021.6 | Boostcamp AI Tech | NAVER CONNECT |
| Type | Date | Title | Contents | Host |
|---|---|---|---|---|
| Competition | 2022.5~7 | UW-Madison GI Tract Image Segmentation | 3D Semantic Segmentation / 은메달 50th out of 1367 teams | Kaggle |
| Competition | 2022.2~4 | Happy Whale | Open Set Classification - Metric Learning / 은메달 47th out of 1499 teams | Kaggle |
| Competition | 2021.12 | 옛한글 OCR AI | OCR(Text Localization/Text Recognition)-Ancient Korean / 대상 | 과학기술정보통신부 |
| Competition | 2021.12 | NSML Small Object Detection | Small Object Detection / 1rd out of 20 Teams | 과학기술정보통신부 |
| Competition | 2021.7~8 | DACON Camera Image Quality Improvement | Camera Image Enhancement(Private) / 3rd out of 228 Teams | LG AI Research |
| Competition | 2021.5~6 | boostcamp AI Tech Competition | Math Formula Recognition / 1st out of 12 Teams | NAVER CONNECT |
| Competition | 2021.3 | boostcamp AI Tech Competition | Recycle Image Detection / 1st out of 24 Teams | NAVER CONNECT |
| Competition | 2021.3 | boostcamp AI Tech Competition | Recycle Image Segmentation / 2nd out of 24 Teams | NAVER CONNECT |