Ming Choi

Quant Strategist at Crypto.com
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Contact Information
us****@****om
(386) 825-5501
Location
New Territories, Hong Kong SAR, HK
Languages
  • Cantonese Native or bilingual proficiency
  • Madarin Native or bilingual proficiency
  • English Full professional proficiency
  • ChaoShan Native or bilingual proficiency

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Credentials

  • AWS Cloud Practitioner Essentials
    Amazon Web Services (AWS)
    Jul, 2020
    - Nov, 2024
  • Big Data Artificial Intelligence: Deep Learning and Application
    HKPC - Hong Kong Productivity Council
    Jan, 2017
    - Nov, 2024
  • Big Data Analytics: Internet of Things Sensor Data and Time Series Analysis
    HKPC - Hong Kong Productivity Council
    Jan, 2016
    - Nov, 2024
  • First Aid Certificate
    Hong Kong St. John Ambulance
    Aug, 2013
    - Nov, 2024

Experience

    • Singapore
    • Financial Services
    • 700 & Above Employee
    • Quant Strategist
      • Apr 2022 - Present

      Trading team Trading team

    • Hong Kong
    • Hospitals and Health Care
    • 1 - 100 Employee
    • Machine Learning Engineer
      • Oct 2020 - Apr 2022

      NLP Medical Record Extraction from Doctor-Patient Dialogue: PyTorch + RoBERTa Consultation Quality Control: RNN + BERT Long Text Multi-Label Classification Model deployment with Flask / FastAPI with GPU Docker and CI/CD on Aliyun GPU instance FFmpeg audio transcoding; Audio de-noising with RNN models (from open-sourced code) Node.js Speech-to-Text full pipeline with Aliyun cloud/service PowerBI Dashboards; Database Design; PM on App/Platform Development NLP Medical Record Extraction from Doctor-Patient Dialogue: PyTorch + RoBERTa Consultation Quality Control: RNN + BERT Long Text Multi-Label Classification Model deployment with Flask / FastAPI with GPU Docker and CI/CD on Aliyun GPU instance FFmpeg audio transcoding; Audio de-noising with RNN models (from open-sourced code) Node.js Speech-to-Text full pipeline with Aliyun cloud/service PowerBI Dashboards; Database Design; PM on App/Platform Development

    • Ireland
    • Business Consulting and Services
    • 700 & Above Employee
    • Data Science Specialist
      • Jul 2019 - Oct 2020

      NLP/Automated Negative Search in Corporate Banking - Articles Crawling/Scraping with English & Chinese NLP - Algorithm Parameter Optimization with Scipy, PowerBI Visualization on Risk Evaluation Real-time Recommendation System in Cruise Company - Develop & Deploy ML models on Kubernetes serving as RESTful API - Integrate Legacy Systems and design Data Pipeline to AWS Data Lake via Kafka - ETLs using Java Spring Boot with DevOps & Kubernetes, PySpark on AWS ML-backed Marketing in Insurance Company - Worked on Data Engineering for a short period of time Show less

    • Hong Kong
    • Hospitality
    • 1 - 100 Employee
    • Data Scientist
      • Mar 2018 - Feb 2019

      Market Intelligence in Travel & Hotel Industries with Azure / Google Cloud, PowerBI Automated Pricing on Airline Ticket: +66% revenue & +26% profit for non-popular routes Development of Predictive Models: Credit Card Fraud Detection, Image Classification Leading a team of Business Analysts & Junior Data Scientists Market Intelligence in Travel & Hotel Industries with Azure / Google Cloud, PowerBI Automated Pricing on Airline Ticket: +66% revenue & +26% profit for non-popular routes Development of Predictive Models: Credit Card Fraud Detection, Image Classification Leading a team of Business Analysts & Junior Data Scientists

    • Hong Kong
    • IT Services and IT Consulting
    • 700 & Above Employee
    • Senior Officer - Buisness Analysis (IT)
      • Mar 2017 - Mar 2018

      [Data Science] Machine Learning on Customer Profile, Predictive Models, Python / SAS[Analytics] Web Crawlers, Data Mining & Visualization[Big Data] Linux, Hadoop/HDFS, Hive, Data Pipeline Design & Implementation, Python / NodeJS[Business Analysis] Pitch/Implement/Evaluate ML model results with Marketing TeamInitiatives:Sales Call Time/Number Optimization, Customer Renewal Prediction, Churn Prediction, Renewal Time-frame Prediction, Price Elasticity, etc..

    • Graduate Technical Trainee
      • Jul 2015 - Mar 2017

      Business Intelligence in IT Department (6 months) - Internet Data Mining, Marketing Insights, Acquisition Leads Discovery - Initiated Targeted Marketing Project of 12M HKD Impact per YearNetwork Departments (1 year) - Network Augmentation CAPEX Budgeting and Justification for 70M HKD - Infrastructure Cost Analysis and Network Utilization/ Demand Forecast - Facilities Upgrade Project & Operation Center Setup

    • Co-Founder
      • Oct 2016 - Jul 2017

      Crowd-sourced Publisher for Online Novels 8 novels published in 6 months, >thousand printed Crowd-sourced Publisher for Online Novels 8 novels published in 6 months, >thousand printed

    • Founder & Developer
      • Jul 2014 - Mar 2016

      University admission score calculator for HKDSE students Data crawling and calculation using PHP Over 80,000 times of usage in 2015 Sold in 2016 University admission score calculator for HKDSE students Data crawling and calculation using PHP Over 80,000 times of usage in 2015 Sold in 2016

    • Founder & Developer
      • Aug 2012 - Mar 2016

      Timetable Auto-Generator (MyTAG) is a web based timetable image and iCalendar generator for university/college students in Hong Kong Process and analyse text with regex and produce graphic output with GD library, built with PHP Over 70,000 users in 2015 Sold in 2016 Timetable Auto-Generator (MyTAG) is a web based timetable image and iCalendar generator for university/college students in Hong Kong Process and analyse text with regex and produce graphic output with GD library, built with PHP Over 70,000 users in 2015 Sold in 2016

  • Hangzhou Palace Inc.
    • Hangzhou, Zhejiang, China
    • Interior Design Internship
      • Jul 2014 - Aug 2014

      3D Models building, for hotel rooms, luxury residence & offices in Mainland China Working in teams led by Italian interior designers 3D Models building, for hotel rooms, luxury residence & offices in Mainland China Working in teams led by Italian interior designers

    • Hong Kong
    • Construction
    • 700 & Above Employee
    • Electrical Engineering Internship
      • Jul 2013 - Aug 2013

      Project: Midfield Concourse Works, Hong Kong International Airport (J3468) Electrical building services, schematics validation and amendment, documentation and site query Project: Midfield Concourse Works, Hong Kong International Airport (J3468) Electrical building services, schematics validation and amendment, documentation and site query

Education

  • Georgia Institute of Technology
    Master of Science (MSc), Computer Science
    2016 - 2019
  • The Hong Kong Polytechnic University
    Bachelor of Engineering (BEng), Electrical Engineering
    2011 - 2015
  • The Hong Kong Polytechnic University
    Bachelor of Business Administration (BBA), Management
    2011 - 2015

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