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Numpy, Pandas, Scikit-learn
- Video Multi-task Learning
- Image Multi-task Learning
- Object Detection
- Semantic Segmentation
- OCR (Optical Character Recognition)
- Private-LLM
- sLLM
- Instruction Tuning
- Full-parameter fine tuning
- LoRA (Low-Rank Adaptation) fine tuning
- Prompt Tuning
- Model Compression
- GGUF (Generalized Gibbs Updates Framework)
- Quantization
- Function-Calling
- Chat-Bot
- RAG (Retrieval-Augmented Generation)
- NER (Named Entity Recognition)
- IoT Time Series Data Processing (In progress)
- Video Time Series Analysis
- IDS (Intrusion Detection System)
Hyperlinks are links to more detailed information about a topic.
| conference & journals | Date | Title | authors |
|---|---|---|---|
| Expert System with Application(ESWA)(IF: 8.5) | 2023.10 | Harnessing Optical Flow in Deep Learning Framework for Cardiopulmonary Resuscitation Training | S. Ko et al. (correspond: Choung Ah Lee, Jong-Uk Hou) |
| νκ΅μ 보보νΈνν (CISC-Wβ22) | 2022.11 | CAN νλ μ κ°κ²© κΈ°λ° μΉ¨μ νμ§ λ°©λ²λ‘ | S. Ko et al. (correspond: Byung Il Kwak) |
| νκ΅μ 보μ²λ¦¬νν (ACK 2022) | 2022.10 | μ λ’°ν μ μλ λ₯λ¬λ κΈ°λ° λ¨μΌ μΊ μ’μνν© μ€μκ° νμ§ μ루μ | S. Ko et al. (correspond: Jong-Uk Hou) |
| Award | Date | Task |
|---|---|---|
| π κ³ΌνκΈ°μ μ 보ν΅μ λΆ μ₯κ΄μ(λμ) | 2024.10 | μ 3ν ETRI ν΄λ¨Όμ΄ν΄ μΈκ³΅μ§λ₯ λ Όλ¬Έκ²½μ§λν |
| π κ³ΌνκΈ°μ μ 보ν΅μ λΆ μ₯κ΄μ(λμ) | 6νκΈ° | μ 9ν λνλ―Όκ΅ SWμ΅ν© ν΄μ»€ν€ λν |
| π μ₯λ €μ | 6νκΈ° | ACK 2022 νλΆμ λ Όλ¬Έ κ²½μ§ λν |
| π μ°μλ Όλ¬Έμ | 6νκΈ° | 2022 μ 보보νΈνν λκ³νμ λν(CISC-Wβ22) |
| π SWμ€μ¬λννμνμ₯μ(4λ±) | 6νκΈ° | SWμ€μ¬λν 곡λ AI κ²½μ§λν 2022 |
| π₯ SWμ€μ¬λννμνμ₯μ(3λ±) | 7νκΈ° | SWμ€μ¬λν 곡λ AI κ²½μ§λν 2023 |
| Competition | Subject | Task | Rank / Participants | Date |
|---|---|---|---|---|
| AI Factory | 3rd ETRI Human Understanding AI Paper Competition | Time-Series | 1st / 41 teams | 24/07 |
| Dacon | 2023 SW-centered University AI Competition | Vision (Segmentation) | 6th / 201 teams | 23/08 |
| Dacon | Wallpaper Defect Classification AI Competition | Vision (Classifier) | 41st / 1,025 teams | 23/05 |
| Dacon | 4D Block Structure Extraction AI Competition | Vision (Segmentation) | 85th / 461 teams | 23/01 |
| AI CONNECT | 2022 Defense AI Competition (General Division) | Vision (Segmentation) | 19th / 110 teams | 22/11 |
| Dacon | 2022 SW-centered University AI Competition | Vision (OCR) | 5th / 77 teams | 22/10 |
| Dacon | Autonomous Driving Sensor Antenna Performance Prediction AI Competition | Tabular | 226th / 975 teams | 22/08 |
| Dacon (basic) | Airline Customer Satisfaction Prediction Competition | Tabular | 2nd / 615 people | 22/02 |
| Dacon (basic) | Movie Review Sentiment Analysis Competition | NLP | 39th / 605 people | - |
| Dacon (basic) | Penguin Weight Prediction Competition | Tabular | 26th / 725 people | 22/01 |
| Award | Date | Task |
|---|---|---|
| π₯μμ 3μ | 8νκΈ° | 2023λ κ΅λ΄ SWμ¬μ λ¨ μ£Όμ΅ SW week νλ¦Ό AI κ²½μ§λν |
| π₯λμ 3μ | 7νκΈ° | 2022λ κ΅λ΄ SWμ¬μ λ¨ μ£Όμ΅ Gitgub ν¬νΈν΄λ¦¬μ€ κ²½μ§λν |
| π₯κΈμ 2μ | 6νκΈ° | 2022λ 1νκΈ°, κ΅λ΄ SWμ¬μ λ¨ μ£Όμ΅ SW μΊ‘μ€ν€λμμΈ (DeepSeat) |
| π₯μ΅μ°μμ 1μ | 5νκΈ° | κ΅λ΄ LINK+ μ¬μ λ¨ μ£Όμ΅ μ»€λ¦¬μ΄ ν¬νΈν΄λ¦¬μ€ κ²½μ§λν |
| π₯μμ 2μ | 5νκΈ° | κ΅λ΄ SWμ¬μ λ¨ μ£Όμ΅ SW week, SWκΈ°μ΄λν (νμ΄μ¬ ν΄μ¦ μ¨ λ νλ¦Ό) |
| π₯κΈμ 2μ | 5νκΈ° | κ΅λ΄ SWμ¬μ λ¨ μ£Όμ΅ SW week, SW μ°½μ μμ΄λμ΄ κ²½μ§λν |
| π₯κΈμ 1μ | 5νκΈ° | κ΅λ΄ SWμ¬μ λ¨ μ£Όμ΅ SW week, μ€νμμ€ μννΈμ¨μ΄ νμ© κ²½μ§λν |
| π₯κΈμ 1μ | 5νκΈ° | κ΅λ΄ SWμ¬μ λ¨ μ£Όμ΅ SW week, SW μμ μ μ 곡λͺ¨μ λν |
| π₯μΈκΈ°μ 2μ | 4νκΈ° | κ΅λ΄ μ½λ© νμ λμ리 μ¨μ λ 2019λ λ SWμ μν μΆν |
| π₯λμ 3μ | 4νκΈ° | κ΅λ΄ μννΈμ¨μ΄ μ΅ν©λν νμ μ½ν μ€νΈ(μ곡μ ) ν λΆλ¬Έ |
| π₯λμ 1μ | 4νκΈ° | κ΅λ΄ μννΈμ¨μ΄ μ΅ν©λν νμ μ½ν μ€νΈ(μ곡μ ) κ°μΈ λΆλ¬Έ |
| π₯μμ 2μ | 4νκΈ° | κ΅λ΄ SWμ¬μ λ¨ μ£Όμ΅ μ 1ν SW κ΅μ‘μμ 곡λͺ¨μ |
| π₯μΈκΈ°μ 1μ | 2νκΈ° | κ΅λ΄ μ½λ© νμ λμ리 μ¨μ λ 2018λ λ SWμ μν μΆν |
| Institution | Date | Detail | Subject |
|---|---|---|---|
| λ©ν°μΊ νΌμ€ | 2021.12.27 ~ 2022.01.05 (56H) | νμ΄μ¬ DT κ΅μ‘ μ¬ν, μ κ³΅λ° | AI/Data |
| λ©ν°μΊ νΌμ€ | 2022.02.14 ~ 2022.02.19 (40H) | νμ΄μ¬DT λ°μ΄ν°μλ μ§μ€κ΅μ‘ νλ‘κ·Έλ¨ | AI/Data |
| KT | 2023.08.08 ~ 2024.01.25 (840H) | KT AIVLE AIκ°λ°μ μ½μ€ | AI/Data |
SQLD, ADsP, AICE Associate