Win the “Best Use of Science” award of 2021 NASA Space App Challenge (world’s largest international hackathon) as team lead / PM / data scientist / backend developer. Senior Data Scientist specializing in ML, AI and data mining. Experienced with project management and all stages of the development cycle for data application web projects.
Has 6 years+ working/training experience in data analysis, including 2 years+ PHD training of data science in NTU(National Taiwan University) EE, 3 years+ as data scientist / technical manager. Also has 4 years+ working experience in digital IC design / integration.
Hsinchu City, Taiwan 300
Mar 2020 - Present
• Project management, technical evaluation, system planning, formulate development practices, introduce agile development, product development
Projects
• 2021 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).
Jan 2018 - Mar 2020
• 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/ 89.1% accuracy]).
• 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]).
Sep 2015 - Feb 2018
• Research fields are machine learning, deep learning, artificial intelligence, especially reinforcement learning (Reinforcement Learning).
• Passed qualifying exams at 2017 Jan.
• Course performances: Data Science A+, GPU Programming A+, Machine Learning A (as Team lead. Win 1st out of 73 groups in final team project competition in the most competitive course in NTU).
Apr 2015 - Sep 2015
• Analyze market size and purchase intention based on customer questionnaire data.
Jul 2013 - Jul 2013
• Filter target stocks, writing investment research reports.
Jul 2010 - Mar 2015
• Digital circuit design, algorithm validation, netlists synthesis, scan chaining
2006 - 2008
2002 - 2006
2002 - 2006
2021
• 2021 NASA Space Apps Challenge World Champion, the winner of "Best Use of Science" (as Team Lead / PM / Data Scientist / Backend).
• 2021 NASA Space Apps Challenge 2nd Place @ Taipei/Taiwan
• 2021 NASA Space Apps Challenge Best Use of Azure
Our work:
https://2021.spaceappschallenge.org/challenges/statements/seeing-the-unseeable-viewing-bugs-from-space/teams/anis-cuff/project
2020
• 2020 NASA Space Apps Challenge Global Finalist (40 out of 2200+)
• 2020 NASA Space Apps Challenge 1st Place @ Taipei/Taiwan (as Team Lead / PM / Data Scientist / Backend / Marketing
Our work: https://2020.spaceappschallenge.org/challenges/connect/data-discovery-earth-science/teams/buy-it-crash-it/project
Dec 2013
Jul 2013
May 2013
2021
2020
2020
Machine Learning Artificial Intelligence Data Mining Data Analysis Backend Development Project Management Python IC Design FPGA Verilog
English — 進階