Ming Choi
Quant Strategist at Crypto.com- Claim this Profile
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Cantonese Native or bilingual proficiency
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Madarin Native or bilingual proficiency
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English Full professional proficiency
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ChaoShan Native or bilingual proficiency
Topline Score
Bio
Credentials
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AWS Cloud Practitioner Essentials
Amazon Web Services (AWS)Jul, 2020- Nov, 2024 -
Big Data Artificial Intelligence: Deep Learning and Application
HKPC - Hong Kong Productivity CouncilJan, 2017- Nov, 2024 -
Big Data Analytics: Internet of Things Sensor Data and Time Series Analysis
HKPC - Hong Kong Productivity CouncilJan, 2016- Nov, 2024 -
First Aid Certificate
Hong Kong St. John AmbulanceAug, 2013- Nov, 2024
Experience
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Crypto.com
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Singapore
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Financial Services
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700 & Above Employee
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Quant Strategist
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Apr 2022 - Present
Trading team Trading team
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UMP Healthcare 聯合醫務
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Hong Kong
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Hospitals and Health Care
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1 - 100 Employee
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Machine Learning Engineer
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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
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Accenture
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Ireland
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Business Consulting and Services
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700 & Above Employee
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Data Science Specialist
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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
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Hutchison Travel Limited (hutchgo)
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Hong Kong
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Hospitality
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1 - 100 Employee
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Data Scientist
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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
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HKBN
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Hong Kong
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IT Services and IT Consulting
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700 & Above Employee
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Senior Officer - Buisness Analysis (IT)
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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..
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Graduate Technical Trainee
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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
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Co-Founder
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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
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Founder & Developer
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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
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Founder & Developer
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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
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Hangzhou Palace Inc.
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Hangzhou, Zhejiang, China
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Interior Design Internship
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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
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Gammon Construction Limited
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Hong Kong
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Construction
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700 & Above Employee
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Electrical Engineering Internship
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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
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Education
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Georgia Institute of Technology
Master of Science (MSc), Computer Science -
The Hong Kong Polytechnic University
Bachelor of Engineering (BEng), Electrical Engineering -
The Hong Kong Polytechnic University
Bachelor of Business Administration (BBA), Management