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- 기계학습 추론을 위한 GPU 클럭 조절 방법 및 장치(GPU clock control method and device for machine learning), Korea Patent(Registerd), 10-2516412
- METHOD AND APPARATUS FOR CONFIGURING CLUSTER FOR MACHINE LEARNING SERVICE(기계학습 서비스를 위한 클러스터 구성 방법 및 장치), Korea Patent(Applied), 10-2022-0033494
- 기계학습 추론을 위한 GPU 클럭 조절 방법 및 장치(GPU clock control method and device for machine learning), Korea Patent(Registered), 10-2516412
- METHOD AND APPARATUS FOR CONFIGURING CLUSTER FOR MACHINE LEARNING SERVICE(기계학습 서비스를 위한 클러스터 구성 방법 및 장치), US Patent(Applied), 10-2022-0033494
Dept. of ECE, School of ICE, Sunkyunkwan Univ.
Dept. of Software, Sunkyunkwan University
- Ph.D. in Dept. of Software, Sunkyunkwan Univ. 2022~
- M.S. in Dept. of ECE, School of ICE, Sunkyunkwan Univ. 2022
- B.S. in Dept. of Computer Science and Engineering, College of Software, Sunkyunkwan Univ. 2017
- Ph.D. in Dept. of Software, Sunkyunkwan University 2022~
- M.S. in Dept. of ECE, School of ICE, Sunkyunkwan University 2022
- B.S. in Dept. of Computer Science and Engineering, College of Software, Sunkyunkwan University 2017
- ML 추론 서비스의 성능 향상을 위한 최적 배치 크기 결정 기법, 한국컴퓨터종합학술대회(KCC), 김연재, 유준열', 서의성, 2023
- ML 추론 서비스의 성능 향상을 위한 최적 배치 크기 결정 기법, 한국컴퓨터종합학술대회(KCC), 김연재, 유준열, 서의성, 2023
E-mail: junyeol.yu at skku.edu
E-mail: junyeol.yu at skku.edu \\
Junyeol Yu
Ph.D. Student
Computer Systems Lab.
Junyeol Yu (유준열)
Ph.D. Student
Computer Systems Lab.\\
Education
• Ph.D. in Dept. of Software, Sunkyunkwan Univ. 2022~
• M.S. in Dept. of ECE, School of ICE, Sunkyunkwan Univ. 2022
• B.S. in Dept. of Computer Science and Engineering, College of Software, Sunkyunkwan Univ. 2017
Research Area
International Conferences and Workshops
1. Know Your Enemy To Save Cloud Energy: Energy-Performance Characterization of Machine Learning Serving, The 29th IEEE International Symposium on High-Performance Computer Architecture (HPCA), Junyeol Yu, Jongseok Kim, and Euiseong Seo, 2023
2. Efficient Adaptive Batching of DNN Inference Services for Improved Latency, International Conference on Information Networking (ICOIN), Osama Khan, Junyeol Yu, Yeonjae Kim, and Euiseong Seo, 2024
Domestic Journals
1. 분산학습 클러스터의 동적 스케일링 중 발생하는 학습 중단 원인 분석과 이의 완화 기법, 정보과학회논문지 시스템 및 이론, 제50권, 제7호, 임영훈, 유준열, 서의성, 2023
2. FaaS 플랫폼에서 콜드 스타트 감소를 위한 강화학습 기반 적응적 컨테이너 스케줄링 대기 기법, 정보과학회논문지 시스템 및 이론, 강성호, 유준열, 서의성, 2024
Education
- Ph.D. in Dept. of Software, Sunkyunkwan Univ. 2022~
- M.S. in Dept. of ECE, School of ICE, Sunkyunkwan Univ. 2022
- B.S. in Dept. of Computer Science and Engineering, College of Software, Sunkyunkwan Univ. 2017
Research Area
- Energy-Aware Computing
- Inference Serving Systems
- Cloud Computing
Publications
International Conferences
- Know Your Enemy To Save Cloud Energy: Energy-Performance Characterization of Machine Learning Serving, The 29th IEEE International Symposium on High-Performance Computer Architecture (HPCA), Junyeol Yu, Jongseok Kim, and Euiseong Seo, 2023
- Efficient Adaptive Batching of DNN Inference Services for Improved Latency, International Conference on Information Networking (ICOIN), Osama Khan, Junyeol Yu, Yeonjae Kim, and Euiseong Seo, 2024
Domestic Journals
- 분산학습 클러스터의 동적 스케일링 중 발생하는 학습 중단 원인 분석과 이의 완화 기법, 정보과학회논문지 시스템 및 이론, 제50권, 제7호, 임영훈, 유준열, 서의성, 2023
- FaaS 플랫폼에서 콜드 스타트 감소를 위한 강화학습 기반 적응적 컨테이너 스케줄링 대기 기법, 정보과학회논문지 시스템 및 이론, 강성호, 유준열, 서의성, 2024
Domestic Conferences
- ML 추론 서비스의 성능 향상을 위한 최적 배치 크기 결정 기법, 한국컴퓨터종합학술대회(KCC), 김연재, 유준열', 서의성, 2023
- 분산 학습 클러스터를 위한 노드 자원 사용 모니터링 및 탄력적 클러스터 스케일링 제어 통합 프레임워크, 한국소프트웨어종합학술대회(KSC), 전영훈, 유준열, 서의성
Patents
- 기계학습 추론을 위한 GPU 클럭 조절 방법 및 장치(GPU clock control method and device for machine learning), Korea Patent(Registerd), 10-2516412
- METHOD AND APPARATUS FOR CONFIGURING CLUSTER FOR MACHINE LEARNING SERVICE(기계학습 서비스를 위한 클러스터 구성 방법 및 장치), Korea Patent(Applied), 10-2022-0033494
2. Efficient Adaptive Batching of DNN Inference Services for Improved Latency, International Conference on Information Networking (ICOIN), Osama Khan, Junyeol Yu, Yeonjae Kim, and Euiseong Seo, 2024
2. Efficient Adaptive Batching of DNN Inference Services for Improved Latency, International Conference on Information Networking (ICOIN), Osama Khan, Junyeol Yu, Yeonjae Kim, and Euiseong Seo, 2024
2. FaaS 플랫폼에서 콜드 스타트 감소를 위한 강화학습 기반 적응적 컨테이너 스케줄링 대기 기법, 정보과학회논문지 시스템 및 이론, 강성호, 유준열, 서의성, (TBD) 2023
2. FaaS 플랫폼에서 콜드 스타트 감소를 위한 강화학습 기반 적응적 컨테이너 스케줄링 대기 기법, 정보과학회논문지 시스템 및 이론, 강성호, 유준열, 서의성, 2024
2. Efficient Adaptive Batching of DNN Inference Services for Improved Latency, International Conference on Information Networking (ICOIN), Osama Khan, Junyeol Yu, Yeonjae Kim, and Euiseong Seo, 2024
Dept. of ECE, School of ICE, SungKyunKwan Univ.
Dept. of ECE, School of ICE, Sunkyunkwan Univ.
• Ph.D. in Dept. of Software, SungKyunKwan Univ. 2022~
• M.S. in Dept. of ECE, School of ICE, SungKyunKwan Univ. 2022
•B.S. in Dept. of Computer Science and Engineering, College of Software, SungKyunKwan Univ. 2017
• Ph.D. in Dept. of Software, Sunkyunkwan Univ. 2022~
• M.S. in Dept. of ECE, School of ICE, Sunkyunkwan Univ. 2022
• B.S. in Dept. of Computer Science and Engineering, College of Software, Sunkyunkwan Univ. 2017
1. Know Your Enemy To Save Cloud Energy: Energy-Performance Characterization of Machine Learning Serving, The 29th IEEE International Symposium on High-Performance Computer Architecture (HPCA), Junyeol Yu, Jongseok Kim, and Euiseong Seo, 2023
1. Know Your Enemy To Save Cloud Energy: Energy-Performance Characterization of Machine Learning Serving, The 29th IEEE International Symposium on High-Performance Computer Architecture (HPCA), Junyeol Yu, Jongseok Kim, and Euiseong Seo, 2023
2. FaaS 플랫폼에서 콜드 스타트 감소를 위한 강화학습 기반 적응적 컨테이너 스케줄링 대기 기법, 정보과학회논문지 시스템 및 이론, 강성호, 유준열, 서의성, (TBD) 2023
1. Know Your Enemy To Save Cloud Energy: Energy-Performance Characterization of Machine Learning Serving, The 29th IEEE International Symposium on High-Performance Computer Architecture (HPCA), Jun Yeol Ryu, Jongseok Kim, and Euiseong Seo, 2023
1. Know Your Enemy To Save Cloud Energy: Energy-Performance Characterization of Machine Learning Serving, The 29th IEEE International Symposium on High-Performance Computer Architecture (HPCA), Junyeol Yu, Jongseok Kim, and Euiseong Seo, 2023
1. 분산학습 클러스터의 동적 스케일링 중 발생하는 학습 중단 원인 분석과 이의 완화 기법, 정보과학회논문지 시스템 및 이론, 제50권, 제7호, 임영훈, 유준열, 서의성, 2023
1. 분산학습 클러스터의 동적 스케일링 중 발생하는 학습 중단 원인 분석과 이의 완화 기법, 정보과학회논문지 시스템 및 이론, 제50권, 제7호, 임영훈, 유준열, 서의성, 2023
•Ph.D in Dept. of Software, SungKyunKwan Univ. 2022~
•M.S in Dept. of ECE, School of ICE, SungKyunKwan Univ. 2022
• Ph.D. in Dept. of Software, SungKyunKwan Univ. 2022~ • M.S. in Dept. of ECE, School of ICE, SungKyunKwan Univ. 2022
1. Know Your Enemy To Save Cloud Energy: Energy-Performance Characterization of Machine Learning Serving, The 29th IEEE International Symposium on High-Performance Computer Architecture (HPCA), Jun Yeol Ryu, Jongseok Kim, and Euiseong Seo, 2023
1. Know Your Enemy To Save Cloud Energy: Energy-Performance Characterization of Machine Learning Serving, The 29th IEEE International Symposium on High-Performance Computer Architecture (HPCA), Jun Yeol Ryu, Jongseok Kim, and Euiseong Seo, 2023
Domestic Journals
1. 분산학습 클러스터의 동적 스케일링 중 발생하는 학습 중단 원인 분석과 이의 완화 기법, 정보과학회논문지 시스템 및 이론, 제50권, 제7호, 임영훈, 유준열, 서의성, 2023
Research Area
Research Area
International Conferences and Workshops
1. Know Your Enemy To Save Cloud Energy: Energy-Performance Characterization of Machine Learning Serving, The 29th IEEE International Symposium on High-Performance Computer Architecture (HPCA), Jun Yeol Ryu, Jongseok Kim, and Euiseong Seo, 2023
E-mail: junyeol.yu at skku.edu
ryuwhale95 at gmail.com
E-mail: junyeol.yu at skku.edu
ryuwhale95 at gmail.com
•Ph.D in Dept. of ECE, School of ICE, SungKyunKwan Univ. 2022~
•Ph.D in Dept. of Software, SungKyunKwan Univ. 2022~
E-mail: ryuwhale95 at gmail.com
E-mail: junyeol.yu at skku.edu
ryuwhale95 at gmail.com
Ph.D. Candidate
Ph.D. Student
•M.S in Dept. of ECE, School of ICE, SungKyunKwan Univ. 2020
•M.S in Dept. of ECE, School of ICE, SungKyunKwan Univ. 2022
M.S Student
Ph.D. Candidate
•M.S in Dept. of ECE, School of ICE, SungKyunKwan Univ. 2020~
•Ph.D in Dept. of ECE, School of ICE, SungKyunKwan Univ. 2022~
•M.S in Dept. of ECE, School of ICE, SungKyunKwan Univ. 2020
Junyeol Yu M.S Student Computer Systems Lab. Dept. of ECE, School of ICE, SungKyunKwan Univ. E-mail: ryuwhale95 at gmail.com Lab. :#85533, Corporate Collaboration Center Education •M.S in Dept. of ECE, School of ICE, SungKyunKwan Univ. 2020~ •B.S. in Dept. of Computer Science and Engineering, College of Software, SungKyunKwan Univ. 2017 Research Area