Alex Koh
@alexkoh
AI/ML Engineer and Data Scientist specializing in production-grade machine learning, Generative AI, and data pipelines.
What I'm looking for
I’m an AI/ML Engineer and Data Scientist with a Master’s in Artificial Intelligence (Distinction) and 4+ years delivering production-grade machine learning, Generative AI, and data pipeline solutions across government and AI startup environments.
I optimize LLMs and build reliable systems for real-world use: I’ve fine-tuned Llama 3 8B for medical domains with LoRA and 4-bit quantization, improved multilingual RAG fairness and accuracy through semantic retrieval optimization, and reduced hallucinations using a 5-pass iterative fact-checking pipeline.
In production environments, I modernize data and ML workflows—leading the migration of Rent Price Index from legacy tooling to Databricks for real-time ML deployment, and building automated Python and R pipelines on Microsoft Azure that reduced manual analysis time by 60%. I also deliver MLOps-ready solutions with Git version control, automated testing, and documentation in agile cross-functional sprints.
Earlier in my career, I focused on statistical methodology and stakeholder impact: I applied time-series analysis, seasonal adjustment, and robust model validation, then communicated unemployment-rate methodology to executive and external audiences while ensuring reproducibility and compliance with national statistical standards.
Experience
Work history, roles, and key accomplishments
AI/ML Engineer
Early-Stage AI Startup (Stealth)
Feb 2026 - Present (4 months)
Optimised Llama 3 8B for medical-domain LLM fine-tuning using LoRA and 4-bit quantisation, validating production-ready performance on the HellaSwag benchmark. Built multilingual RAG fairness improvements (+11.1% accuracy, -16.7% fairness gap) and a 5-pass hallucination mitigation pipeline for mission-critical reliability.
Data Scientist
Statistics New Zealand
Jun 2023 - Feb 2026 (2 years 8 months)
Led migration of the Rent Price Index pipeline from legacy R to Databricks for real-time ML deployment, reducing manual analysis time by 60%. Redesigned the Overseas Trade Index to use administrative data, and delivered production-grade ML pipelines with automated testing and documentation.
Statistical & Data Analyst
Statistics New Zealand
Apr 2022 - May 2023 (1 year 1 month)
Applied time-series analysis, seasonal adjustment, and additive outliering to household survey data, validating model robustness for internal and external stakeholders. Presented unemployment rate methodology to executive and public audiences and authored documentation to ensure reproducibility and compliance with national statistical standards.
Education
Degrees, certifications, and relevant coursework
Victoria University of Wellington
Master of Artificial Intelligence, Artificial Intelligence
2024 - 2026
Grade: Distinction
Completed a Master of Artificial Intelligence (with Distinction) at Victoria University of Wellington from Feb 2024 to Feb 2026.
University of Auckland
Bachelor of Science, Statistics and Psychology
2018 - 2021
Completed a Bachelor of Science with a double major in Statistics and Psychology at the University of Auckland from Feb 2018 to Feb 2021.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Salary expectations
Social media
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