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Definition of Reputation Credits
許碩文 / Shuo-Wen (Peter) Hsu
Senior Machine Learning Engineer at CoolSo / Berkeley SkyDeck Batch15 Alumni
- Machine learning expert with 5+ years' experience
- Engaged in different fast-paced environments with various leadership roles including CTO
- Former senior chip/system designer with 5+ years' experience
- Energetic engineer pursuing adventures in AI/ML career
Nangang District, Taipei City, Taiwan 115 Tel: +886 956994278 EMail: [email protected]
Work Experience
Senior Machine Learning Engineer • CoolSo Technology
CoolSo is a startup team builds gesture recognition through machine learning technologies uses only commercial grade sensors could be found in smartwatches and smart wristbands
Demo video: https://youtu.be/OfCdGvWilLs?si=sQ4mFtC0yfFmHa7I
Designed and deployed wrist-worn DNN-based gesture recognition systems
- Delivered a general zero-shot 12 gestures model, with 95%+ accuracy, a significant enhancement from the former version has limited 80% accuracy for only 4 gestures and requires per user training session
- Reviewed cutting-edge AI research papers and deployed in CoolSo's technology stack
- Designed and trained DNN models with PyTorch and PyTorch Lightning
- Enhanced models via transfer learning, augmentation, and parallel training
- Developed C++ / Python SDK and deployed DNN models on Android and Linux / Windows.
Digital Marketing and Advertisement (Volunteer)
- Drove brand awareness and reach through digital channels
- Created and managed posts on Facebook, LinkedIn, Instagram
- Filmed and edited YouTube videos showcasing CoolSo's capabilities
July 2020 - Present
Chief Technology Officer / Artificial Intelligence Engineer • Checkitout Technology
Checkitout's smartphone solution employed machine learning and computer vision for efficient counterfeit detection, safeguarding customer interests
Leadership and Strategic Contributions
- Founded and led a dynamic engineering team to develop counterfeit detection solutions, successfully showcased the prototype to customers within 3 months
- Engaged with customers and investors to secure key partnerships and funding, secured $600,000 USD angel investment round with other founders
- Fostered cross-departmental collaboration by working with product, sales and business development members to align priorities and strategies
Technical Achievement and Innovations
- Designed and trained deep learning models for counterfeit detection system through object detection and anomaly detection techniques
- Deployed and integrated deep learning models on Android mobile platforms
- Established a comprehensive development infrastructure, including data acquisition, data storing and cleaning and model delivery workflow
April 2019 - July 2020
Senior Digital IC Engineer • MediaTek
LTE/5G modem integration and multiple leadership roles
- Led cross-site ATPG verification taskforce, coordinating efforts between teams
- Designed digital IPs and co-processors for LTE/5G modems, including the first MediTek 5G modem
- Integrator of multiple large-scale projects (>200 digital designers)
- Worked with verification and firmware engineer on verification plans across multiple projects
- Maintainer and creator of multiple tools for design acceleration and automation
*promoted from Digital IC Engineer in June 2017
October 2014 - April 2019
Engineer • Phison Electronics Corps.
Designed high-speed interface ICs and performed FPGA verification
- Designed digital ICs focused on high-speed interface solutions
- Verified designs using FPGA platforms
January 2014 - October 2014
Education
2022 Oct. - 2023 Feb.
University of California, Berkeley
SkyDeck, Startup Accelerator Program
Business and Commerce (In-Person)
2010 - 2012
National Chiao Tung University
Master, Multimedia / Digital IC Design
2006 - 2010
National Sun Yat-Sen University
Bachelor, Electric Engineering
Skills
- Machine Learning Algorithm / Deployment (Top 15% in LinkedIn Assessment)
- Python (Top 5% in LinkedIn Assessment)
- PyTorch / PyTorch Lightning
- C++
- Software Development
- Digital IC / Computer System
Languages
- Chinese - Native
- English - Professional
許碩文 / Shuo-Wen (Peter) Hsu
Senior Machine Learning Engineer at CoolSo / Berkeley SkyDeck Batch15 Alumni
- Machine learning expert with 5+ years' experience
- Engaged in different fast-paced environments with various leadership roles including CTO
- Former senior chip/system designer with 5+ years' experience
- Energetic engineer pursuing adventures in AI/ML career
Nangang District, Taipei City, Taiwan 115 Tel: +886 956994278 EMail: [email protected]
Work Experience
Senior Machine Learning Engineer • CoolSo Technology
CoolSo is a startup team builds gesture recognition through machine learning technologies uses only commercial grade sensors could be found in smartwatches and smart wristbands
Demo video: https://youtu.be/OfCdGvWilLs?si=sQ4mFtC0yfFmHa7I
Designed and deployed wrist-worn DNN-based gesture recognition systems
- Delivered a general zero-shot 12 gestures model, with 95%+ accuracy, a significant enhancement from the former version has limited 80% accuracy for only 4 gestures and requires per user training session
- Reviewed cutting-edge AI research papers and deployed in CoolSo's technology stack
- Designed and trained DNN models with PyTorch and PyTorch Lightning
- Enhanced models via transfer learning, augmentation, and parallel training
- Developed C++ / Python SDK and deployed DNN models on Android and Linux / Windows.
Digital Marketing and Advertisement (Volunteer)
- Drove brand awareness and reach through digital channels
- Created and managed posts on Facebook, LinkedIn, Instagram
- Filmed and edited YouTube videos showcasing CoolSo's capabilities
July 2020 - Present
Chief Technology Officer / Artificial Intelligence Engineer • Checkitout Technology
Checkitout's smartphone solution employed machine learning and computer vision for efficient counterfeit detection, safeguarding customer interests
Leadership and Strategic Contributions
- Founded and led a dynamic engineering team to develop counterfeit detection solutions, successfully showcased the prototype to customers within 3 months
- Engaged with customers and investors to secure key partnerships and funding, secured $600,000 USD angel investment round with other founders
- Fostered cross-departmental collaboration by working with product, sales and business development members to align priorities and strategies
Technical Achievement and Innovations
- Designed and trained deep learning models for counterfeit detection system through object detection and anomaly detection techniques
- Deployed and integrated deep learning models on Android mobile platforms
- Established a comprehensive development infrastructure, including data acquisition, data storing and cleaning and model delivery workflow
April 2019 - July 2020
Senior Digital IC Engineer • MediaTek
LTE/5G modem integration and multiple leadership roles
- Led cross-site ATPG verification taskforce, coordinating efforts between teams
- Designed digital IPs and co-processors for LTE/5G modems, including the first MediTek 5G modem
- Integrator of multiple large-scale projects (>200 digital designers)
- Worked with verification and firmware engineer on verification plans across multiple projects
- Maintainer and creator of multiple tools for design acceleration and automation
*promoted from Digital IC Engineer in June 2017
October 2014 - April 2019
Engineer • Phison Electronics Corps.
Designed high-speed interface ICs and performed FPGA verification
- Designed digital ICs focused on high-speed interface solutions
- Verified designs using FPGA platforms
January 2014 - October 2014
Education
2022 Oct. - 2023 Feb.
University of California, Berkeley
SkyDeck, Startup Accelerator Program
Business and Commerce (In-Person)
2010 - 2012
National Chiao Tung University
Master, Multimedia / Digital IC Design
2006 - 2010
National Sun Yat-Sen University
Bachelor, Electric Engineering
Skills
- Machine Learning Algorithm / Deployment (Top 15% in LinkedIn Assessment)
- Python (Top 5% in LinkedIn Assessment)
- PyTorch / PyTorch Lightning
- C++
- Software Development
- Digital IC / Computer System
Languages
- Chinese - Native
- English - Professional