10+ years building production AI systems | Published researcher (arXiv, AMIA) | O'Reilly author | UMich MADS
Canada
Speaks English and Chinese
Active this week

Services

$240 / month

Break into AI/ML product roles, NLP engineering, or data science. Calls, messaging, hands-on support

2 calls per month (60min/call)

Unlimited Q&A via chat

Expect responses in 24 hours or less

Hands-on support

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About

I help people break into AI product management, NLP engineering, and AI evaluation. 10+ years shipping production AI systems across healthcare, finance, legal, and travel — from chatbots serving 200K+ users to investment AI for 1M+ banking customers.

What I can help with:
• Breaking into AI/ML product roles from non-traditional backgrounds
• Building NLP/LLM products (RAG, fine-tuning, prompt engineering, evaluation)
• Navigating the AI startup landscape as a founder or early employee
• Career transitions into data science and applied ML
• Technical writing and publishing (I translated an O'Reilly book)

Background: Master of Applied Data Science (University of Michigan, 3.9 GPA). Published researcher on AI evaluation methodology. Built and shipped AI products at HSBC, startups, and as an independent founder. Bilingual English/Chinese.

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