Eric Hu

Co-architected a production LLM content-generation pipeline for an online forum client, building an automated generate–score–refine loop in Python deployed on Azure with Docker Defined evaluation metrics and built classification-based scoring to measure how human-like generated articles were, raising the human-likeness score by 12.7% over the baseline model Analyzed 500+ articles with pandas and scikit-learn to identify the stylistic features that set human writing apart, guiding model training strategy; tracked experiments with MLflow

Machine Learning Developer at AltaML (2026-05 – 2026-12)

• Co-architected a production LLM content-generation pipeline for an online forum client, building an automated generate–score–refine loop in Python deployed on Azure with Docker
• Defined evaluation metrics and built classification-based scoring to measure how human-like generated articles were, raising the human-likeness score by 12.7% over the baseline model
• Analyzed 500+ articles with pandas and scikit-learn to identify the stylistic features that set human writing apart, guiding model training strategy; tracked experiments with MLflow
• Led end-to-end design of a RAG-based news recommendation system, embedding 200+ articles into vector and graph databases for semantic, relationship-aware retrieval
• Presented system architecture and results to client stakeholders, translating requirements into technical specs

Software Developer Intern at Baker Risk Management (2025-01 – 2025-08)

• Designed and developed explosion modelling software, improving visualization accuracy and reliability
• Optimized core features in C#/.NET, improving runtime efficiency by 20%
• Enhanced graphics rendering realism with C++ libraries, giving end users clearer insights

Software Developer Intern at Dayforce (2023-09 – 2024-04)

• Developed front-end features and components in React and TypeScript, improving UI/UX
• Led end-to-end development of a new feature in the company’s positional management logic using C#
• Designed an algorithm to topologically sort a tree-like structure under space and time constraints, improving efficiency by 20%

Bachelor of Mathematics in Honours Statistics & Pure Math (Double Major) – University of Waterloo (2026-12)