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Definition of Reputation Credits
Shang-Yu Scott Huang
Dr. Huang has 14+ years performance improvement of quantum computation algorithms, 6+ years software development with 2+ years team management experiences. Based on knowledge in physics, he also engages in social platform, digital marketing, healthcare, education and fintech with ML/DL technologies. In order to integrate information from multiple domains, project portfolio management is also acquired.
New Taipei City，TW
[email protected]
+886 937 498838
Skills
Communication
Understanding customers requirements to design explainable AI experiments and to develop algorithm libraries delivered to developers to integrate with production platform
Project Management
Stories and tasks are organized after discussing with stakeholders and developers to estimate the timeline releasing features. The lifecycle integrating both of the research and the development agilly and incrementally.
Algorithm
Nonlinear optical simulation, Quantum statistics and information control, Medical image processing, Deep learning architecture, Digital marketing predictive model
Software
C/C++, Python, R, Javascript, Bash, Git, SQL, Postgres, MongoDB, Nodejs, Django, Flask, Docker, Tensorflow, PyTorch, Keras
Work Experience
TPIsoftware - R&D Director，2022/07 - Present
1. To lead a team to analyze the market to plan a business model of an enterprise search with a Large Language Model
2. To lead a team developing the intelligent document understanding based on Rotated-YOLO and TrOCR
3. To lead teams developing a platform training deep learning models continously with the concept of active learning.
4. To lead teams developing a high availability architecture with RabbitMQ, Redis, and Kubernetes.
TPIsoftware - R&D Manager，2021/11 - 2022/06
1. To lead a team building packages in Python of AI tools for the training, the inference, and the analysis.
2. To lead a team developing smart reply system based on NLP like the keyword extraction, embedding techniques and the reranking.
3. To lead a team to upgrade and to maintain Algorithm services of SysTalk.Chat
ViewSonic - Sr. AI Developer，2020/12 - 2021/10
1. To build models from data fused by Lidar and Camera to detect violation of social distance, and to deploy them to a device with Jetson Nano integrated with RealSense.
2. To build models detect human heads and to convert them into OpenVINO inference engine satisfied format.
3. To segregate objectives into several tasks and to collaborate with colleague to realize product features.
4. To study capabilities of AI in classrooms and conference rooms
Vizuro - Data Scientist，2018/05 - 2020/11
1. Adopting agile data science project lifecycle to conduct experiments
2. Developing CADx with colleagues based on Vuejs and Flask to display MR images and quantified information.
3. Integrating AI outcomes with PACS following DICOM standard
4. To understand healthcare architecture like the integration among HIS, RIS, and PACS.
5. Designing model architectures to classify and segment tumors/lesions from medical MR images
6. Building a deep learning model to classify mask defects from AOI
7. Using bioinformatics techniques to analyze gut bacteria 16S rRNA gene
Deepblu / Crest Scuba - Algorithm Engineer，2016/01 - 2018/05
1. Developing decompression algorithm in C for dive computer calculated by 8-bit microchip MCU
2. Analyzing user behavior with respect to social relation on Deepblu social platform for diving.
3. Analyzing user growth responded from digital marketing
4. Building recommender system to suggest posts, groups, and media for users on Deepblu social platform.
5. Developing backend architectures like message systems, database management, and data design with colleagues
National Taiwan University - Postdoctoral，2014/05 - 2015/05
1. Adopting quantum trajectory algorithm to simulate the behavior of quantum open system.
2. Adopting quantum feedback control techniques to generate and stablize quantum states.
3. Adopting quantum optimization algorithm to realize quantum gate control theoretically.
4. Studying quantum dephasing effect in super-conducting, semi-conducting and nitrogen-vacancy systems.
Education
Doctor of Philosophy，2007/09 - 2014/01
Physics, National Taiwan University, Taiwan (R.O.C.). Majoring in quantum computation, quantum measurement, and quantum control science and technology in superconductor, semi-conductor, or nitrogen-vacancy system.
Master of Science，2005/09 - 2007/06
Physics, National Chung Cheng University, Taiwan (R.O.C.). Majoring in light-matter interaction system like Kerr non-linear effect of Bose-Einstein condensation.
Bachelor of Science，1999/09 - 2003/06
Physics, National Cheng Kung University, Taiwan (R.O.C.)
Shang-Yu Scott Huang
Dr. Huang has 14+ years performance improvement of quantum computation algorithms, 6+ years software development with 2+ years team management experiences. Based on knowledge in physics, he also engages in social platform, digital marketing, healthcare, education and fintech with ML/DL technologies. In order to integrate information from multiple domains, project portfolio management is also acquired.
New Taipei City，TW
[email protected]
+886 937 498838
Skills
Communication
Understanding customers requirements to design explainable AI experiments and to develop algorithm libraries delivered to developers to integrate with production platform
Project Management
Stories and tasks are organized after discussing with stakeholders and developers to estimate the timeline releasing features. The lifecycle integrating both of the research and the development agilly and incrementally.
Algorithm
Nonlinear optical simulation, Quantum statistics and information control, Medical image processing, Deep learning architecture, Digital marketing predictive model
Software
C/C++, Python, R, Javascript, Bash, Git, SQL, Postgres, MongoDB, Nodejs, Django, Flask, Docker, Tensorflow, PyTorch, Keras
Work Experience
TPIsoftware - R&D Director，2022/07 - Present
1. To lead a team to analyze the market to plan a business model of an enterprise search with a Large Language Model
2. To lead a team developing the intelligent document understanding based on Rotated-YOLO and TrOCR
3. To lead teams developing a platform training deep learning models continously with the concept of active learning.
4. To lead teams developing a high availability architecture with RabbitMQ, Redis, and Kubernetes.
TPIsoftware - R&D Manager，2021/11 - 2022/06
1. To lead a team building packages in Python of AI tools for the training, the inference, and the analysis.
2. To lead a team developing smart reply system based on NLP like the keyword extraction, embedding techniques and the reranking.
3. To lead a team to upgrade and to maintain Algorithm services of SysTalk.Chat
ViewSonic - Sr. AI Developer，2020/12 - 2021/10
1. To build models from data fused by Lidar and Camera to detect violation of social distance, and to deploy them to a device with Jetson Nano integrated with RealSense.
2. To build models detect human heads and to convert them into OpenVINO inference engine satisfied format.
3. To segregate objectives into several tasks and to collaborate with colleague to realize product features.
4. To study capabilities of AI in classrooms and conference rooms
Vizuro - Data Scientist，2018/05 - 2020/11
1. Adopting agile data science project lifecycle to conduct experiments
2. Developing CADx with colleagues based on Vuejs and Flask to display MR images and quantified information.
3. Integrating AI outcomes with PACS following DICOM standard
4. To understand healthcare architecture like the integration among HIS, RIS, and PACS.
5. Designing model architectures to classify and segment tumors/lesions from medical MR images
6. Building a deep learning model to classify mask defects from AOI
7. Using bioinformatics techniques to analyze gut bacteria 16S rRNA gene
Deepblu / Crest Scuba - Algorithm Engineer，2016/01 - 2018/05
1. Developing decompression algorithm in C for dive computer calculated by 8-bit microchip MCU
2. Analyzing user behavior with respect to social relation on Deepblu social platform for diving.
3. Analyzing user growth responded from digital marketing
4. Building recommender system to suggest posts, groups, and media for users on Deepblu social platform.
5. Developing backend architectures like message systems, database management, and data design with colleagues
National Taiwan University - Postdoctoral，2014/05 - 2015/05
1. Adopting quantum trajectory algorithm to simulate the behavior of quantum open system.
2. Adopting quantum feedback control techniques to generate and stablize quantum states.
3. Adopting quantum optimization algorithm to realize quantum gate control theoretically.
4. Studying quantum dephasing effect in super-conducting, semi-conducting and nitrogen-vacancy systems.
Education
Doctor of Philosophy，2007/09 - 2014/01
Physics, National Taiwan University, Taiwan (R.O.C.). Majoring in quantum computation, quantum measurement, and quantum control science and technology in superconductor, semi-conductor, or nitrogen-vacancy system.
Master of Science，2005/09 - 2007/06
Physics, National Chung Cheng University, Taiwan (R.O.C.). Majoring in light-matter interaction system like Kerr non-linear effect of Bose-Einstein condensation.
Bachelor of Science，1999/09 - 2003/06
Physics, National Cheng Kung University, Taiwan (R.O.C.)