Deborah Deng

Data Scientist, Consultant, and Project Manager in Seattle, Washington

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A passionate data science consultant offering years of success crafting innovative solutions for organizations to move toward AI-ready state. Lead projects in various domains to help businesses transform into data-driven and utilize advanced analytics/modeling for critical decisions. Enjoy 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

Accomplishments:

[ 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
  • Fuzzy Match of Taiwan Residence Addresses among 6 organizations

[ 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 Served:

<Manufacturing>

  • Nissan Taiwan
  • Taiwan Power Company
  • Taiwan Sugar Corp
  • Master Transportation
  • TSRC(Taiwan Synthetic Rubber Corp)
  • Mirle Automation

<Public Sector>

  • Ministry of Economic Affairs
  • Ministry of the Interior
  • Bureau of Foreign Trade
  • Bureau of Energy

< Finance Sector >

  • Mega International Commercial Bank
  • Fubon Securities
  • Work
    • Amazon | Dell | IISI
  • Education
    • The University of Texas at Austin