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高級測試工程師 @Zyxel_合勤科技
2017 ~ Present
軟體工程師
Within two months
the company's strategic transformation led to an increase in departmental business volume, I proactively offered to take on this responsibility. I conducted interoperability testing for GPON/XPON/XGSPON ONT and observed ME values and behavior within OMCI to ensure they met expectations. With a multitude of test combinations (NxM), each requiring a significant amount of time for verification, I proactively proposed the idea of automated testing and provided feedback. I introduced variable concepts to make automated testing more flexible, thus enhancing product stability. When automated testing became stable and operatio...
Wireshark封包分析
Linux
Automation Testing
Employed
Ready to interview
Full-time / Interested in working remotely
4-6 years
天主教輔仁大學 FU JEN CATHOLIC UNIVERSITY
資訊管理
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Marketing Specialist(暫時代理員工) @Grundfos Pumps Taiwan
2023 ~ Present
行銷,國貿
Within one month
Communication Skills
Communication
Social Media Marketing
Employed
Ready to interview
Full-time / Interested in working remotely
4-6 years
文藻外語大學(Wenzao Ursuline University of Languages)
翻譯
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Past
Sales Engineer & Client relations manager @德商倍福自動化 Beckhoff Automation
2023 ~ 2024
BD, Project manager (PM), Product manager (PM), TAM (Technical acount manager), Sales
Within one month
Word
PowerPoint
Salesforce
Unemployed
Ready to interview
Full-time / Interested in working remotely
6-10 years
明道大學
應用英語系
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Active
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Active
Senior AI Research/Engineer (part-time) @NeuroBonic Inc.
2022 ~ 2023
AI工程師、機器學習工程師、深度學習工程師、資料科學家、Machine Learning Engineer、Deep Learning Engineer、Data Scientist
Within one month
Chair professor, CSIE, NYCU.) Thesis : Self-supervised pulse-aware and interpretable disentangled ECG representation learning. Proposed a self-supervised learning framework with two-fold training efficiency compared to the existing methods. The proposed framework offers a clinically interpretable representation , a crucial aspect in clinical applications. I proactively organized a regular research study group with other lab members to progress our research . Participating in research projects : a comprehensive description is in "Project Experiences". Skills : Database buildup (SQL), Data Engineering (NumPy, SciPy, Pandas), M achine Learning (Scikit learn), Deep Learning (PyTorch, PyTorch lightning), C/C
Python
PyTorch
Machine Learning
Employed
Open to opportunities
Full-time / Interested in working remotely
4-6 years
National Yang Ming Chiao Tung University
Computer Science
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室內設計/平面設計/Logo設計/小編/建築師
Within two months
Eric Chiu Taichung | TAIWAN • [email protected] PMP.Master in Industrial Engineering .10+ year improvement experience in large (listed) companies of semiconductor and optoelectronic industries in Taiwan . Proactive attitude to keep moving forward via continuous learning to be always forward-thinking. Stay Hungry, Stay Foolish . Steve Jobs Professional Skills Project & Lean Management Project Management ( PMP ) IE tools ( 5s / TPS / TOC ) Software tools ( MS Project / AutoCAD ) Data Analysis & Visualization TRIZ / Mindmap Excel / Power BI / Tableau VBA / SQL Language & Communication English ( IELTSequal to TOEIC 750) Mandarin Training of Communication & Negotiation
Excel
Google Drive
PowerPoint
Part-time / Interested in working remotely
6-10 years
一中/東海/逢甲/五濁二世
規劃/設計/實踐
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專員 specialist @Pegatron 和碩聯合科技股份有限公司
2014 ~ Present
高級工程師
Within one month
Lin Li Hsiang Taipei City, Taiwan A professional diagnostic planner with several consumer-electronics products possesses 7-year experience as a Diagnostic Engineer. On the basis of the product's features or request from customers , researching and developing a satisfactory solution is my job description. Stay a positive attitude to many challenges and find proactively the best solution to overcome issues. [email protected] Experience SepPresent Specialist Pegatron 和碩聯合科技股份有限公司 Diagnostic Engineer 1. According to features of the product to integrate and plan Test
Python
AutoIT
TOEIC700+
Employed
Full-time / Not interested in working remotely
6-10 years
國立雲林科技大學 National Yunlin University of Science and Technology
資訊管理系
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Graphic Designer @寰宇中道健康科技股份有限公司
2023 ~ Present
平面視覺設計師
Within one month
effective communication and discussion with partners. Building a brand requires strong combat power, precise strategy and technology that keeps pace with the times, and more importantly, the ability to have a vision that overlooks the overall situation! Maintain keen insight in the market, refine professional values, enrich capabilities in practice, and create higher value for the brand. 您好!我是林晏如,擁有多年平面設計、印刷相關經驗。 「精進追求完美,協助專案項目展現最合適的結果
Adobe Illustrator
Adobe Photoshop
Adobe XD
Employed
Open to opportunities
Full-time / Interested in working remotely
10-15 years
國立臺中科技大學National Taichung University of Science and Technology
商業設計學系
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Avatar of Cheng-Hsin Ke.
Senior Data Engineer @Applied Materials
2020 ~ Present
Data Analyst / Data Scientist
Within one month
二月五月 2013 Industrial Engineer • Siliconware Precision Industries Co., Ltd • Integrated Semiconductor Manufacturing Process data from database, created analysis reports. • Developed automation systems based on requests. 十月八月 2012 Private 2nd Class, Engineering Troops • R.O.C. Army • Maintained the protective equipment. 十月九月 2010 Research Assistant • National Taipei University of Technology • Developed RFID systems in the industry of the Redundant Array of Independent Disks. 六月一月 2009 學歷Boston University, College of Engineering Systems EngineeringNational Taipei University of Technology Industrial Engineering and
Java
C++
SQL
Employed
Open to opportunities
Full-time / Remote Only
6-10 years
Boston University, College of Engineering
Systems Engineering
Avatar of 廖季威.
Avatar of 廖季威.
全端工程師 @FUNWOO 德載國際不動產
2022 ~ Present
前端工程師 Front-End Developer
Within six months
like ReactJS/NextJS, Vue/Vuex, and so on. Experienced in developing server with PostgreSQL, NestJS, Typescript and OpenAPI. Experienced in unit testing with React-Testing-Library. Familiar with ES6, ES7, HTML5, CSS3. Experienced in building reusable components as company assets. Knowledge of best practice and optimization of web application. Ability to use development tools like Devtool, and framework debugging tools. Hands-on experience of developing with React.js, Redux, and Webpack. Good at planing and structuring new project.s Building Native App using React Native and publish them
React.js
Redux
ReactNative
Employed
Full-time / Interested in working remotely
4-6 years
勤益科技大學
機械工程
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Brand Marketing Specialist @TGB Charity
2019 ~ 2022
Brand Marketing Specialist
Within two months
Artistic
Research
Event Planning
Full-time / Interested in working remotely
6-10 years
Birmingham City University
Master of Arts MA , Contemporary Curatorial Practice

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Within one month
Experienced AI Researcher Specializing in Signal Analysis
Logo of NeuroBonic Inc..
NeuroBonic Inc.
2022 ~ 2023
Taiwan, 台灣
Professional Background
Current status
Employed
Job Search Progress
Open to opportunities
Professions
Data Scientist, Python Developer, Machine Learning Engineer
Fields of Employment
Artificial Intelligence / Machine Learning, Big Data
Work experience
4-6 years
Management
I've had experience in managing 1-5 people
Skills
Python
PyTorch
Machine Learning
Deep Learning
Biosignal processing
Signal Processing
Languages
English
Fluent
Chinese
Native or Bilingual
Job search preferences
Positions
AI工程師、機器學習工程師、深度學習工程師、資料科學家、Machine Learning Engineer、Deep Learning Engineer、Data Scientist
Job types
Full-time
Locations
新加坡, 台灣新竹市, 台灣台北, 台灣台中
Remote
Interested in working remotely
Freelance
No
Educations
School
National Yang Ming Chiao Tung University
Major
Computer Science
Print

Chun-Ti (Peter) Chou

AI (DL/ML) Researcher & Engineer / Signal Processing



https://www.linkedin.com/in/chun-ti-chou-49533074/

  [email protected]    (+886) 925-140-314  Taipei/Hsinchu, Taiwan

Working Experience and Education

Senior AI Research/Engineer

NeuroBonic Inc. • March 2022 - Present

  • As a core startup member, I am responsible for developing a DL framework for our emotion recognition solution. 
  • The team joined AppWorks AW#25 (July 2022 - Dec. 2022), a startup acceleration program.
  • SkillsDigital Signal Processing (SciPy, Librosa), Deep Learning (PyTorch), Project Management

Master's Degree, Computer Science and Engineering Education

National Yang-Ming Chiao Tung University (NYCU) • July 2021 - September 2023

  • Advisor: Dr. Vincent S. Tseng 曾新穆 (Chair professor, CSIE, NYCU.)
  • ThesisSelf-supervised pulse-aware and interpretable disentangled ECG representation learning.
    • Proposed a self-supervised learning framework with two-fold training efficiency compared to the existing methods.
    • The proposed framework offers a clinically interpretable representation, a crucial aspect in clinical applications.
    • I proactively organized a regular research study group with other lab members to progress our research.
  • Participating in research projects: a comprehensive description is in "Project Experiences".
  • SkillsDatabase buildup (SQL), Data Engineering (NumPy, SciPy, Pandas), Machine Learning (Scikit learn), Deep Learning (PyTorch, PyTorch lightning), C/C++ 

Biosignal Algorithm Engineer 

Rooti Labs Ltd.  •  August 2016 - July 2020

  • Supervisor: Michael Li 黎克邁 (CEO, Rooti Labs Ltd.)
  • The primary developer of the processing and interpretation algorithm for long-term ECG recordings. 
    • The developed algorithm significantly enhanced the arrhythmia detection accuracy by 60%
    • This advancement reduced interpretation time, cutting it from hours to just under 20 minutes.
  • Leadership and project management: Experiences in leading the project of the application process for medical device certifications, including CE and TFDA. 
  • English speaking: Participating in two overseas visits and medical congresses, offering technical support and explanation.
  • SkillsDigital signal processing, Python, Machine learning, Deep learning (Tensorflow).

Bachelor's Degree, Biomedical Engineering Education

National Yang-Ming University (NYMU)  •  July 2011 - July 2015

  • Advisor: Dr. Chun-Min Lo 羅俊民 (Associate professor, BME, NYMU.)
  • Graduation Research ProjectAnalysis of Impedance Fluctuation Obtained by ECIS using  Wavelet Transformation.


Project Experiences

Arrhythmia Sustainability Prediction with Feature Engineering and ML Algorithm

Division of Cardiology, National Yang-Ming Chiao Tung University Hospital • June 2022 - July 2023

  • Status: Paper in progress.
  • Role: Data engineer, ML algorithm engineer
  • Contributions: Improved the efficiency of the feature extraction process, Generating reports, and Conducting field validation.
    • Implemented a feature extraction process for variable-length time series data, which includes signal pre-processing, morphology recognition, and temporal-spectral analysis.
    • Conducted an automatic model comparison and selection pipeline for multiple single-model and ensemble methods.
    • The performance was improved by 14% after the model selection and fine-tuning process.

A Multimodal Framework for Left Ventricular Mass Estimation from ECG Signals

Division of Cardiology, National Taiwan University Hospital • December 2021 - June 2023

  • Status: Ready to submit. 
  • Role: Researcher, Data engineer, DL algorithm engineer
  • ContributionsBuilding database, Paper survey, Methodology proposal, Experiment conduction, and Paper writing.
    • Built an SQL database from XML files that include essential information, demographic data, and ECG signal recordings.
    • The proposed sex-specific method improved the performance by 25% in terms of mean absolute error (MAE).

Arrhythmia Prediction in Long-period ECG Recordings. 

Division of Cardiology, Taipei Veterans General Hospital • October 2021 - Present

  • Status: Research in progress.
  • Role: Researcher, Data engineer, DL algorithm engineer
  • Contributions: Building database (SQL), paper survey, methodology proposal and implementation, experiment conduction.
    • Built a database for long-period ECG signals that were recorded under the sampling rate of 125 Hz.
    • Designed and implemented a sampling algorithm for continuous long-period signals to fit the requirements of this research.

Professional Skills

  • Proficient in multiple programming languages and script languages, such as Python, C/C++, and SQL.
  • Proficient in data processing libraries and visualization tools, such as NumPy, SciPy, Pandas, Matplotlib,  Seaborn, and WandB
  • Proficient in machine learning and deep learning frameworks, such as Scikit-Learn, Pytorch, Pytorch-Lightning, and Tensorflow.
  • Experiences in collaborations with different institutes, as described above.
  • Good communication skills, strong motivation, ability to advance a project productively, and ability to work independently.

Irrelevant Experiences

  • I used to play the role of vocal in a band during college and sometimes played guitar.
  • A huge fan of Spider-Man.
Resume
Profile

Chun-Ti (Peter) Chou

AI (DL/ML) Researcher & Engineer / Signal Processing



https://www.linkedin.com/in/chun-ti-chou-49533074/

  [email protected]    (+886) 925-140-314  Taipei/Hsinchu, Taiwan

Working Experience and Education

Senior AI Research/Engineer

NeuroBonic Inc. • March 2022 - Present

  • As a core startup member, I am responsible for developing a DL framework for our emotion recognition solution. 
  • The team joined AppWorks AW#25 (July 2022 - Dec. 2022), a startup acceleration program.
  • SkillsDigital Signal Processing (SciPy, Librosa), Deep Learning (PyTorch), Project Management

Master's Degree, Computer Science and Engineering Education

National Yang-Ming Chiao Tung University (NYCU) • July 2021 - September 2023

  • Advisor: Dr. Vincent S. Tseng 曾新穆 (Chair professor, CSIE, NYCU.)
  • ThesisSelf-supervised pulse-aware and interpretable disentangled ECG representation learning.
    • Proposed a self-supervised learning framework with two-fold training efficiency compared to the existing methods.
    • The proposed framework offers a clinically interpretable representation, a crucial aspect in clinical applications.
    • I proactively organized a regular research study group with other lab members to progress our research.
  • Participating in research projects: a comprehensive description is in "Project Experiences".
  • SkillsDatabase buildup (SQL), Data Engineering (NumPy, SciPy, Pandas), Machine Learning (Scikit learn), Deep Learning (PyTorch, PyTorch lightning), C/C++ 

Biosignal Algorithm Engineer 

Rooti Labs Ltd.  •  August 2016 - July 2020

  • Supervisor: Michael Li 黎克邁 (CEO, Rooti Labs Ltd.)
  • The primary developer of the processing and interpretation algorithm for long-term ECG recordings. 
    • The developed algorithm significantly enhanced the arrhythmia detection accuracy by 60%
    • This advancement reduced interpretation time, cutting it from hours to just under 20 minutes.
  • Leadership and project management: Experiences in leading the project of the application process for medical device certifications, including CE and TFDA. 
  • English speaking: Participating in two overseas visits and medical congresses, offering technical support and explanation.
  • SkillsDigital signal processing, Python, Machine learning, Deep learning (Tensorflow).

Bachelor's Degree, Biomedical Engineering Education

National Yang-Ming University (NYMU)  •  July 2011 - July 2015

  • Advisor: Dr. Chun-Min Lo 羅俊民 (Associate professor, BME, NYMU.)
  • Graduation Research ProjectAnalysis of Impedance Fluctuation Obtained by ECIS using  Wavelet Transformation.


Project Experiences

Arrhythmia Sustainability Prediction with Feature Engineering and ML Algorithm

Division of Cardiology, National Yang-Ming Chiao Tung University Hospital • June 2022 - July 2023

  • Status: Paper in progress.
  • Role: Data engineer, ML algorithm engineer
  • Contributions: Improved the efficiency of the feature extraction process, Generating reports, and Conducting field validation.
    • Implemented a feature extraction process for variable-length time series data, which includes signal pre-processing, morphology recognition, and temporal-spectral analysis.
    • Conducted an automatic model comparison and selection pipeline for multiple single-model and ensemble methods.
    • The performance was improved by 14% after the model selection and fine-tuning process.

A Multimodal Framework for Left Ventricular Mass Estimation from ECG Signals

Division of Cardiology, National Taiwan University Hospital • December 2021 - June 2023

  • Status: Ready to submit. 
  • Role: Researcher, Data engineer, DL algorithm engineer
  • ContributionsBuilding database, Paper survey, Methodology proposal, Experiment conduction, and Paper writing.
    • Built an SQL database from XML files that include essential information, demographic data, and ECG signal recordings.
    • The proposed sex-specific method improved the performance by 25% in terms of mean absolute error (MAE).

Arrhythmia Prediction in Long-period ECG Recordings. 

Division of Cardiology, Taipei Veterans General Hospital • October 2021 - Present

  • Status: Research in progress.
  • Role: Researcher, Data engineer, DL algorithm engineer
  • Contributions: Building database (SQL), paper survey, methodology proposal and implementation, experiment conduction.
    • Built a database for long-period ECG signals that were recorded under the sampling rate of 125 Hz.
    • Designed and implemented a sampling algorithm for continuous long-period signals to fit the requirements of this research.

Professional Skills

  • Proficient in multiple programming languages and script languages, such as Python, C/C++, and SQL.
  • Proficient in data processing libraries and visualization tools, such as NumPy, SciPy, Pandas, Matplotlib,  Seaborn, and WandB
  • Proficient in machine learning and deep learning frameworks, such as Scikit-Learn, Pytorch, Pytorch-Lightning, and Tensorflow.
  • Experiences in collaborations with different institutes, as described above.
  • Good communication skills, strong motivation, ability to advance a project productively, and ability to work independently.

Irrelevant Experiences

  • I used to play the role of vocal in a band during college and sometimes played guitar.
  • A huge fan of Spider-Man.