Jemin Lee

Assistant Professor in Department of Artificial Intelligence

University of Science and Technology (UST)

Senior Researcher in AI Computing Research Lab.

Electronics and Telecommunications Research Institute (ETRI)

• Efficient AI
  • Model Compression - quantization and pruning
  • AI Compiler - graph optimization and code optimization

Postdoctoral Researcher (including compulsory military service period)

KAIST, Daejeon, Korea

• Department of Knowledge Service Engineering
• Interative Computing Lab.
  
• Supervised by Uichin Lee

Ph.D. in Computer Science and Engineering

Chungnam National University, Daejeon, South Korea

• Embedded System Lab.
• Advised by Prof. Hyungshin Kim
• Thesis "Power Modeling, Analysis, and Optimization for Mobile Devices"
• Outstanding Ph.D. Thesis Award (top 1 out of 115)

B.S. in Computer Science and Engineering

Chungnam National University, Daejeon, South Korea

Hybrid Vision Transformers - SOTA Review

• KETI

CSE Colloquium

• CNU

Minimizing Reconstruction Error for Low Bit PTQ

• KETI

Minimizing Reconstruction Error for Low Bit PTQ

• Neubla (Hanwha Impact Ltd.)

Quantization overview and lab with DNN compiler

• IeMek Tutorial

Quantization supported by NEST-C and the best practice depending on DNN models

• Open Source Event

Embedded AI -- co-optimization with model compression and compiler

• LIGNex1

Machine Learning to Deep Learning (3 hours)

• WIPS Daejeon

Machine Learning to Deep Learning (3 days, 15 hours)

• CNU Daejeon - slides [#1] - [#2] - [#3] - [GitHub]

• IeMeK Best Presentation Award, Korean Embedded Engineering Conference

• KSC Best Paper Award, The Korean Institute of Information Scientists and Engineers

• IeMeK Best Presentation Award, Korean Embedded Engineering Conference 2017, Institute of Embedded Engineering of Korea

• Outstanding Ph.D. Thesis Award (1 out of 115), Chungnam National University.

• Embedded System Design Challenge Bronze Award, Faster R-CNN Optimization for Embedded System, ACM SIGDA KOREA Chapter

• IeMeK Best Presentation Award, Korean Embedded Engineering Conference 2015, Institute of Embedded Engineering of Korea

• KSCI 2015 Best Paper Award, Korea Society of Computer Information 2015, The Korea Society of Computer Information

• KCC Best Paper Award, Korea Computer Congress 2015, The Korean Institute of Information Scientists and Engineers

• Participation Award, Graduation Contest, Chungnam National University

• KCC Best Paper Award, Korea Computer Congress 2014, The Korean Institute of Information Scientists and Engineers

• KCC 2012 Best Presentation Award, Korea Computer Congress 2012, The Korean Institute of Information Scientists and Engineers

• Participation Award, Creative Work Contest 2011, Department of Computer Science and Engineering, Chungnam National University