• Research fields mainly at NLP and RL. • Passed qualification exam. • Course performances: GPA 4.23

Coach of ML SA Project development Product development Solution development

• Project management, technical evaluation, system planning, formulate development practices, introduce agile development, product development Projects • 2021-2022 Social Welfare Bureau of New Taipei City Government. High risk early warning system revision project (project co-principal investigator, risk calculator, system deployment, vulnerability patching).

• Data cleansing, model design, algorithm adjustment, model evaluation • Service deployment (GCP), back-end framework, API development, database interfacing, unit test Projects (world class enterprises) • 2021 WSP International LLC., Taiwan Branch (The world's 3rd largest engineering consulting firm). Optimal pipeline auto routing algorithm (as PM. Strategic negotiation, Algorithm design and practice [Graph Adversarial Search]). • 2018-2019 Formosa Chemicals & Fiber Corporation (The world's 2nd largest SM manufacturer). Process improvement system of chemical plant No.2 (as Data Scientist / Backend Engineer. Backend development, API design, System deployment, Model evaluation[DNN w/ 2.2% prediction error]). Projects • 2021 Taiwan Power Company (Taiwan's Largest electric power company). Evaluation and research of hydrological observation with IOTs (as Data Scientist / Backend Engineer. Backend APIs, Model development [LSTM for stream-flow and gross power prediction]). • 2020 Water Resources Bureau of Kaohsiung City Government. Flood prediction from rainfall (as Data Scientist. Model development [CNN w/ Gaussian mask for dealing sparse loss]). • 2020 Public Works Department of Taipei City Government. Law recommender system for procurement deficiencies (as Data Scientist. Model development [TF-IDF word embedding w/ Accuracy 89.1%]). • 2020 Social Welfare Bureau of New Taipei City Government. Social safety net. (as Data Scientist. Feature transformed data labeling [SVC, Improve F1-score from 0.22 to 0.79 ]). • 2020 Power Generation Department of Taiwan Power Company. Performance curve model (as Data Scientist. [Regression Model, RMSE:0.497]). • 2020 Renewable Energy Department of Taiwan Power Company. Wind turbine maintenance prediction. (as Data Scientist. [DBSCAN, LOWESS, Alert before 3 months]).

• Analyze market size and purchase intention based on customer questionnaire data.

• Digital circuit design, algorithm validation, netlists synthesis, scan chaining