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职场能力评价定义
Migo Yu-Cheng Liao
NLP Engineer & Software Engineer | Interested in Sentiment Analysis and Social Computing
Taipei，Taiwan
[email protected]
Work Experiences
Naturint., NLP Scientist/Sr. Software Engineer, June/2018 – Present
•Introduced and optimized the NLU model for our virtual assistant.
•Responsible for content design, NLU model, data analysis, and UX optimization.
•Executed NTD 20 million AI solution, which is the first virtual assistant by ChatBot in the aviation industry in Taiwan and it was released in September 2019.
•Performed analysis and in-depth reviews of virtual assistants to improve product and troubleshooting.
•This AI solution deals with 250/day on average and around 1200/day customers for the peak season by 5 virtual assistants behind the customer service department, which could make at least NTD 1.5 million per month and reduce 20% customer complaints.
•Worked with the management team to do market research, identify customer demand, product/solution landing, and finish 5 POC.
•Responsible for ELK stack, back-end system, and pre-alert system for the new product.
•Drove analysis data and visualize it for the dashboard and backstage management system for insight and impact.
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
•Statistical Modeling, Machine Learning(focus on NLP model), EDA and ETL, Feature Engineering.
•Python, ELK Stack(Elasticsearch, Logstash, Kibana), Power BI.
•Physiological Signal Analysis - GSR, EEG & ERPs, MRI, Heart-rate, Matlab, SPSS.
Experience: Deep Learning, JavaScript, HTML, R, Docker, Google Cloud Platform, Azure, AWS.
Side Project
Data-Driven Urban Flood Warning System, DSP, 2019.
•Honor: The project was accepted to D4GX 2019 Program Committee as a poster.
•Implemented a predict model to predict the risk of urban area flooding, and this flood warning system integrate UI to check which road sections users need to avoid.
Intelligent legal Systems, Department of Law, National Taiwan University, 2019.
•Implemented forecasting model for victory possibility of the haunted house case by court verdict, and launched a website for user fill the key factor to knowing the predictive result.
•http://supercute.herokuapp.com/welcome/hahaIndex
Awards
．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
NLP Engineer & Software Engineer | Interested in Sentiment Analysis and Social Computing
Taipei，Taiwan
[email protected]
Work Experiences
Naturint., NLP Scientist/Sr. Software Engineer, June/2018 – Present
•Introduced and optimized the NLU model for our virtual assistant.
•Responsible for content design, NLU model, data analysis, and UX optimization.
•Executed NTD 20 million AI solution, which is the first virtual assistant by ChatBot in the aviation industry in Taiwan and it was released in September 2019.
•Performed analysis and in-depth reviews of virtual assistants to improve product and troubleshooting.
•This AI solution deals with 250/day on average and around 1200/day customers for the peak season by 5 virtual assistants behind the customer service department, which could make at least NTD 1.5 million per month and reduce 20% customer complaints.
•Worked with the management team to do market research, identify customer demand, product/solution landing, and finish 5 POC.
•Responsible for ELK stack, back-end system, and pre-alert system for the new product.
•Drove analysis data and visualize it for the dashboard and backstage management system for insight and impact.
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
•Statistical Modeling, Machine Learning(focus on NLP model), EDA and ETL, Feature Engineering.
•Python, ELK Stack(Elasticsearch, Logstash, Kibana), Power BI.
•Physiological Signal Analysis - GSR, EEG & ERPs, MRI, Heart-rate, Matlab, SPSS.
Experience: Deep Learning, JavaScript, HTML, R, Docker, Google Cloud Platform, Azure, AWS.
Side Project
Data-Driven Urban Flood Warning System, DSP, 2019.
•Honor: The project was accepted to D4GX 2019 Program Committee as a poster.
•Implemented a predict model to predict the risk of urban area flooding, and this flood warning system integrate UI to check which road sections users need to avoid.
Intelligent legal Systems, Department of Law, National Taiwan University, 2019.
•Implemented forecasting model for victory possibility of the haunted house case by court verdict, and launched a website for user fill the key factor to knowing the predictive result.
•http://supercute.herokuapp.com/welcome/hahaIndex
Awards
．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.