A passionate data science/decision intelligence consultant offering years of success crafting innovative solutions for organizations to move toward AI-ready state. Led projects in various domains to help businesses transform into data-driven and utilize advanced analytics/modeling for critical decisions. Enjoyed researching new technologies, talking to domain experts, and mentoring junior data scientists/engineers/analysts while getting projects done.
Competencies:
* Modeling: machine learning, data mining, optimization, simulation, NLP
* Technical: data analysis, requirement analysis & specifications, data modeling & pipeline design
* Functional: project management, Agile development, complex system analysis
* Development: R/Python, Dataiku DSS, SQL(PostgreSQL/MS SQL/Oracle)
* Others: process improvement, training design, technology research
Read my story @ https://about.me/deborah_deng
~~ Projects ~~
[ Data Science ]
+ Demand Forecasting for Critical Parts of Power Systems
+ Commodity Price Prediction of Bulk Goods
+ Customer Profiling of High-Profit Investors
+ Abnormal Behavior Detection of Securities Investors
+ Impact Analysis of Taiwan’s Trade Growth / EV Energy Consumption
+ Data Cleaning & Multi-Dataset Joining of Residence Addresses in Chinese using Fuzzy Match
[ AI & Automation ]
+ Product Development of Automated Time-Series Modeling (iML Forecast)
+ Secure Open Data Generation of Taiwan’s Population using simulation modeling
+ FFP Testing/Certification Automation with predictive and optimization modeling
+ Data Cleaning Pipeline Building of Residence Addresses (incl. static & fuzzy match)
+ Requirement Analysis & Specifications of Event-triggered Streaming System for Bank Marketing
[ Decision Intelligence ]
+ Solar-Power Site Selection System in Taiwan
+ Location Analysis of Notebook Merge Center for Dell
+ Packaging Defect Prevention for Amazon
+ Improved Cost-Saving Estimates for FFP with System Simulations for Amazon
+ Corporate Dashboards for Executives
+ Disaster Demand Dashboard of Critical Parts in Power Systems
~~ Clients ~~
Nissan Taiwan
Taiwan Power Company
Taiwan Sugar Corp
Master Transportation
TSRC(Taiwan Synthetic Rubber Corp)
Mirle Automation
Ministry of Economic Affairs
Ministry of the Interior
Bureau of Foreign Trade
Bureau of Energy
< Finance Sector >
Mega International Commercial Bank
Fubon Securities
BNP Paribas Taiwan
~~ Partners ~~
Institute of Industrial Engineering, National Taiwan University
Industrial Technology Research Institute
Commerce Development Research Institute