Ka Wa Kelvin Ho
Macau
Summary
At Galaxy Professional Services Limited, I spearheaded advanced analytics initiatives, employing ML, DL, and MLOps techniques to enhance decision-making and operational efficiency. My leadership in campaign management and mentorship in computational programming showcased a blend of technical proficiency and team development skills, significantly contributing to data-driven strategies and solutions.
Overview
9
9
years of professional experience
Work History
Manager - Advanced Analytics & Modelling
Galaxy Professional Services Limited
06.2015 - Current
- Designed and implemented end-to-end modeling pipelines, integrating database management, data preprocessing, model training, validation, deployment, and monitoring using Django and MLFlow.
- Leveraged advanced analytical techniques, including machine learning (ML), deep learning (DL), optimization, causal inference, simulation, and Bayesian statistics, to address diverse business challenges.
- Orchestrated direct offer campaigns, overseeing campaign data management, A/B testing, and post-analysis.
- Provided mentorship to analysts, sharing expertise in database management, computational programming, and modeling techniques.
Education
Master of Science - Computer Science
The University of Hong Kong
Hong Kong08.2020
Master of Science - Statistics
Lund University
Sweden08.2010
Bachelor of Science - Statistics And Computing
The Hong Kong Polytechnic University
Hong Kong08.2008
Skills
- MLOps & DevOps: MLFlow, Docker, Airflow
- Database Programming: SQL Server, Postgresql, ClickHouse
- ML & DL: Scikit-learn, XGBoost, Tensorflow
- Analytics & Modelling: Optimization, Simulation, Causal Inference, Bayesian Statistics, Basket Analysis, Segmentation
- Visualization: Plotly, Dash
- Programming Languages: SQL (Stored Proc & Dynamic SQL), Python
- OS: Linux Ubuntu, Windows
Languages
Chinese (Cantonese)
Native language
Chinese (Cantonese)
Proficient
C2
English
Advanced
C1
Chinese (Mandarin)
Advanced
C1
Hobbies
- Algo trading
- Wing Chun
Timeline
Manager - Advanced Analytics & Modelling
Galaxy Professional Services Limited
06.2015 - Current
Master of Science - Computer Science
The University of Hong Kong
Master of Science - Statistics
Lund University
Bachelor of Science - Statistics And Computing
The Hong Kong Polytechnic University
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