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Migo Yu-Cheng Liao
Software Engineer | AI/ML Engineer | AI/Data Science | Interested in AI/Data/NLP
Taipei，Taiwan
[email protected]
Work Experiences
iKala, Sr. Software Engineer, Jun/2022 – Present
Sr. Software Engineer, Nexus Team
．Designed, built, and maintained automated ETL pipelines and data integration systems, processing structured and unstructured data from diverse sources to support AI Agent products.
．Collaborated with product teams to optimize data workflows for model training and inference efficiency.
AI & Data Science Solutions Architect & Engineer, Consulting Tech Service Team
．Responsible for AI and Data Science solutions. ．Planned, reviewed, and implemented enterprise solutions for different scenarios on cloud platforms or hybrid infrastructures.
．Technical consulting: Delivered technical consulting, offering clients comprehensive guidance and best practice solutions.
．Partnered with third-party service providers to tailor solutions, troubleshoot technical challenges, and address client-specific needs.
．Focused on AI solutions, data architecture/pipeline design development, LLM and RAG applications, and GA-related implementations.
．Primarily worked with key clients across finance, FinTech, international retail, e-commerce, and telecommunications sectors.
Customized project for product - CDP(Customer Data Platform) Team
．Project Leadership: Led the planning, design, implementation, and deployment of customized projects.
．Cross-functional Coordination: Coordinated with data scientists and cloud engineers to analyze and derive insights.
．Technical Consulting: Offered technical consulting and support both internally and externally.
．Effective Communication: Represented the department or company, effectively communicating with technical and non-technical audiences.
Naturint, AI/ML Engineer, Jun 2018 ~ May 2022
Covino Farms, Deputy Team Leader, Nov 2015 ~ Sep 2017
．Fixing the relationship with customers and led 15-40 members to finish daily orders.
National Taichung University of Education, Research Assistant, May 2014 ~ Dec 2014
．Project: Using Motivation Approach to Enhance Low Achievers Science Learning Motivation and Thinking Ability.
．Responsible for data processing, statistical analysis, and to write academic reports.
Education
國立中央大學, 科學碩士（MS）, 認知與神經科學所, 2008 ~ 2012
The effect of death thoughts on deception, Master’s Thesis, Taiwan, 2018
．This study uses mortality salience adopted from Terror Management Theory for treatment before people lying and rec-ord the physiological signals for data analysis.
中原大學, 理學士（BS）, 心理學, 2006 ~ 2008
Technical Skills
Programming & Development:
．Python, JavaScript, Vue, HTML, NodeJS, ELK Stack.
Data Analysis & Visualization:
． SPSS, MATLAB. Looker, Power BI, Tableau(basic experience).
Cloud Platform:
． GCP, AWS, Azure(basic experience).
．GCP Certification - Professional Data Engineer & Machine Learning. Scientific Computing:
Physiological Signal Analysis, EEG/ERPs & MRI analysis. Experience with R, Java, Docker.
Side Project
Data-Driven Urban Flood Warning System, DSP, 2019.
．Honor: The project was accepted as a poster for the Data for Good Exchange 2019 Bloomberg Committee.
．Developed a predictive flood warning system with a UI for risk areas and recommended routes.
Intelligent Legal Systems, Department of Law, National Taiwan University, 2019.
．Implemented forecasting model for victory possibility and launched a website for users to know the predictive result and the related influence factors.
．http://supercute.herokuapp.com/welcome/hahaIndex
Awards
．2022 AIGO data competition - Grand Prize & Special Mention.
．2022 data station data competition - Grand Prize.
．2019 Civil IoT Taiwan(民生公共物聯網資料應用競賽) – 4th.
．Data for Good Exchange 2019 Bloomberg – poster.
．2019 Presidential Hackathon – semi-finals round.
．Formosa Grand Challenge(科技部大擂台): Talk with AI – 5th.
．ActInSpace2018 International Space Hackathon – Final round in Paris.
．ActInSpace Hackathon 2018 – First prize in Taiwan.
．mit.jobs Honestbee Hackathon 2018 – Final round and Special Award.
．T-Brain Kaggle competition: Malware Detection - Top 25%, 2018
．Twaia-FF Kaggle competition: Finance Fraud Detection - Top 7%, 2018
．Twaia-image Kaggle competition: image classification - Top 12%, 2018
．2018 Global Fishackathon Taipei - Final contest, 2018
Certification
．Intro to TensorFlow - Machine Learning with TensorFlow on GCP (Coursera)
．Art and Science of Machine Learning - Machine Learning with TensorFlow on GCP (Coursera)
．How Google does Machine Learning - Machine Learning with TensorFlow on GCP (Coursera)
．Launching into Machine Learning - Machine Learning with TensorFlow on GCP (Coursera)
．Feature Engineering - Machine Learning with TensorFlow on GCP (Coursera)
．Google Cloud Platform Big Data and Machine Learning Fundamentals (Coursera)
．Machine Learning Foundations - Mathematical Foundations (Coursera)
．Machine Learning Foundations - Algorithmic Foundations (Coursera)
．Python Programming Essentials (Coursera)
．Taiwan Artificial Intelligence Academy
．Hadoop3 and Spark for BigData analysis (Ming-Chuan University
．FinTech and BigData – Taiwan Finance Engineers and Trader Association
．Data Analysis for Customer Classification and Per Customer Transaction(會員分類與提高客單的大數據分析R語言)
．Vocational Training Program Planning and Management Specialists (Commerce Development Research Institute)
Activities
．2019 Civil IoT Taiwan – presenter.
．Date for Good Exchange 2019 Bloomberg – expert consultant.
．2019 Presidential Hackathon – presenter.
．ActInSpace2018 International Space Hackathon – Taiwan representative presenter.
．mit.jobs Honestbee Hackathon 2018 – presenter.
．2019 National Central University – lecturer – Introduction of Data Science.
．2018 The Baton Project – expert consultant.
．Basketball Team of department in university – captain for 2 years and got 2 championships.
．Chorus of school/university over 10 years – Bass team leader.
Migo Yu-Cheng Liao
Software Engineer | AI/ML Engineer | AI/Data Science | Interested in AI/Data/NLP
Taipei，Taiwan
[email protected]
Work Experiences
iKala, Sr. Software Engineer, Jun/2022 – Present
Sr. Software Engineer, Nexus Team
．Designed, built, and maintained automated ETL pipelines and data integration systems, processing structured and unstructured data from diverse sources to support AI Agent products.
．Collaborated with product teams to optimize data workflows for model training and inference efficiency.
AI & Data Science Solutions Architect & Engineer, Consulting Tech Service Team
．Responsible for AI and Data Science solutions. ．Planned, reviewed, and implemented enterprise solutions for different scenarios on cloud platforms or hybrid infrastructures.
．Technical consulting: Delivered technical consulting, offering clients comprehensive guidance and best practice solutions.
．Partnered with third-party service providers to tailor solutions, troubleshoot technical challenges, and address client-specific needs.
．Focused on AI solutions, data architecture/pipeline design development, LLM and RAG applications, and GA-related implementations.
．Primarily worked with key clients across finance, FinTech, international retail, e-commerce, and telecommunications sectors.
Customized project for product - CDP(Customer Data Platform) Team
．Project Leadership: Led the planning, design, implementation, and deployment of customized projects.
．Cross-functional Coordination: Coordinated with data scientists and cloud engineers to analyze and derive insights.
．Technical Consulting: Offered technical consulting and support both internally and externally.
．Effective Communication: Represented the department or company, effectively communicating with technical and non-technical audiences.
Naturint, AI/ML Engineer, Jun 2018 ~ May 2022
Covino Farms, Deputy Team Leader, Nov 2015 ~ Sep 2017
．Fixing the relationship with customers and led 15-40 members to finish daily orders.
National Taichung University of Education, Research Assistant, May 2014 ~ Dec 2014
．Project: Using Motivation Approach to Enhance Low Achievers Science Learning Motivation and Thinking Ability.
．Responsible for data processing, statistical analysis, and to write academic reports.
Education
國立中央大學, 科學碩士（MS）, 認知與神經科學所, 2008 ~ 2012
The effect of death thoughts on deception, Master’s Thesis, Taiwan, 2018
．This study uses mortality salience adopted from Terror Management Theory for treatment before people lying and rec-ord the physiological signals for data analysis.
中原大學, 理學士（BS）, 心理學, 2006 ~ 2008
Technical Skills
Programming & Development:
．Python, JavaScript, Vue, HTML, NodeJS, ELK Stack.
Data Analysis & Visualization:
． SPSS, MATLAB. Looker, Power BI, Tableau(basic experience).
Cloud Platform:
． GCP, AWS, Azure(basic experience).
．GCP Certification - Professional Data Engineer & Machine Learning. Scientific Computing:
Physiological Signal Analysis, EEG/ERPs & MRI analysis. Experience with R, Java, Docker.
Side Project
Data-Driven Urban Flood Warning System, DSP, 2019.
．Honor: The project was accepted as a poster for the Data for Good Exchange 2019 Bloomberg Committee.
．Developed a predictive flood warning system with a UI for risk areas and recommended routes.
Intelligent Legal Systems, Department of Law, National Taiwan University, 2019.
．Implemented forecasting model for victory possibility and launched a website for users to know the predictive result and the related influence factors.
．http://supercute.herokuapp.com/welcome/hahaIndex
Awards
．2022 AIGO data competition - Grand Prize & Special Mention.
．2022 data station data competition - Grand Prize.
．2019 Civil IoT Taiwan(民生公共物聯網資料應用競賽) – 4th.
．Data for Good Exchange 2019 Bloomberg – poster.
．2019 Presidential Hackathon – semi-finals round.
．Formosa Grand Challenge(科技部大擂台): Talk with AI – 5th.
．ActInSpace2018 International Space Hackathon – Final round in Paris.
．ActInSpace Hackathon 2018 – First prize in Taiwan.
．mit.jobs Honestbee Hackathon 2018 – Final round and Special Award.
．T-Brain Kaggle competition: Malware Detection - Top 25%, 2018
．Twaia-FF Kaggle competition: Finance Fraud Detection - Top 7%, 2018
．Twaia-image Kaggle competition: image classification - Top 12%, 2018
．2018 Global Fishackathon Taipei - Final contest, 2018
Certification
．Intro to TensorFlow - Machine Learning with TensorFlow on GCP (Coursera)
．Art and Science of Machine Learning - Machine Learning with TensorFlow on GCP (Coursera)
．How Google does Machine Learning - Machine Learning with TensorFlow on GCP (Coursera)
．Launching into Machine Learning - Machine Learning with TensorFlow on GCP (Coursera)
．Feature Engineering - Machine Learning with TensorFlow on GCP (Coursera)
．Google Cloud Platform Big Data and Machine Learning Fundamentals (Coursera)
．Machine Learning Foundations - Mathematical Foundations (Coursera)
．Machine Learning Foundations - Algorithmic Foundations (Coursera)
．Python Programming Essentials (Coursera)
．Taiwan Artificial Intelligence Academy
．Hadoop3 and Spark for BigData analysis (Ming-Chuan University
．FinTech and BigData – Taiwan Finance Engineers and Trader Association
．Data Analysis for Customer Classification and Per Customer Transaction(會員分類與提高客單的大數據分析R語言)
．Vocational Training Program Planning and Management Specialists (Commerce Development Research Institute)
Activities
．2019 Civil IoT Taiwan – presenter.
．Date for Good Exchange 2019 Bloomberg – expert consultant.
．2019 Presidential Hackathon – presenter.
．ActInSpace2018 International Space Hackathon – Taiwan representative presenter.
．mit.jobs Honestbee Hackathon 2018 – presenter.
．2019 National Central University – lecturer – Introduction of Data Science.
．2018 The Baton Project – expert consultant.
．Basketball Team of department in university – captain for 2 years and got 2 championships.
．Chorus of school/university over 10 years – Bass team leader.