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Work Experience
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2023-present Apple,Inc
Sensing Design Engieer, Cupertino - Hardware and algorithm development for touch sensing solutions for future iPhone products
- Algorithm development to enhance sensing performance and accuracy
- AI-based touch sensing module design optimization
- ML-based models uncovering hidden correlations across multimodal data enabling predictive mapping between chip-level design and sensing signals
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2021-2023 Stanford University
Postdoctoral Research Fellow - AI-augmented wearables for human-machine interface. Keyboard-less typing and gesture prediction through few-shot learning (link)
- Low-channel EMG wrist band for gesture/health/language prediction.
- MIT Innovators Under 35, 2022, Artificial Intelligence & Robotics
Education
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2021 Seoul National University
Ph.D. in Mechanical Engineering - AI-enhanced wearables for human-machine interfaces
- Outstanding Doctoral Dissertation Award
- AI-enhanced wearables for human-machine interfaces
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2014 Korea University
B.S. in Mechanical Engineering
Skills
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AI
- Machine Learning, Deep Learning, Time series, Data Science, Computer Vision, Natural Language Processing, Few-shot learning
- Programming/Technical skills; Python (PyTorch, Tensorflow), C++, Matlab, Labview, Docker, AWS
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HW
- Embedded circuitry design for multi-modal signal measurement device
- Sensor design for human motion & physiology (Wearable EMG/ECG, touch, strain)
Honors and Awards
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- MIT Innovators Under 35, 2022, Artificial Intelligence & Robotics
- Post-Doctoral Overseas Training Fellowship granted by National Foundation of Korea (Strategic Field:Intelligent Semiconductor/Advanced Materials)
- 2020 Outstanding Doctoral Dissertation Award, Seoul National University
- 2020 Seoul National University Youlchon AI Honorable Mention (top 10 entry)
- Naver AI gitHackerthon Competition 2019, Entered the top 40 entry
- Global PhD Fellowship 2017 granted by the National Research Foundation of Korea
- Scholarship for academic excellence, Mechanical Engineering, Korea University, 2010-2012
- 55th National Science Exhibition (participated by 1,720 teams Awarded the 1st Prize by the President of South Korea, Lee M.B, 2009)
- V-th Asian Pacific Astronomy Olympiad, 2nd Prize medal, 2009
Invited Talks
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- Innovations in AI-Enhanced Soft Sensors for Gesture Recognition, System X Alliance, Stanford University, June 2023 (link)
- Soft Electronics for Biosignal & Human Machine interface, Korea University Medical Center (KUMC), Department of Physiology, May 2023
- AI-enhanced electronic skin that rapidly reads hand tasks with limited data, Stanford University, Wearable Electronics Initiative (eWear), Jan 2023 (link)
- Electronic skin with AI for Augmented Human-Machine Interface, POSTECH, Mechanical Engineering, December 2022
- Electronic skin with AI for Augmented Human-Machine Interface, KAIST, Bio and Brain Engineering, December 2022
- Electronic skin with AI for Augmented Human-Machine Interface, Yonsei University, Mechanical Engineering, December 2022
- Electronic skin with AI for Augmented Human-Machine Interface, Seoul National University, Mechanical Engineering, December 2022
- Augmented skin electronics for human-machine interaction based on laser nano structuring and machine intelligence, Korea Institute of Industrial Technology (KITECH), February 2021