DATA. MODELS. IMPACT.

I build and evaluate
ML systems that solve
real problems.

ML/AI practitioner with 15+ years of experience in software quality, product delivery, and business analysis. I turn data and models into solutions that drive measurable impact.

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FEATURED CASE STUDY

Retail AI Evaluation Lab

End-to-End AI Platform

Built around retail and e-commerce data. Each system includes model building, evaluation, monitoring, and realistic failure analysis.

  • Customer Churn Prediction
  • Purchase Prediction
  • Customer Lifetime Value
  • Demand Forecasting
  • Product Recommendation
  • Fraud Detection
9Systems
7Built
2In Progress
0.74Best Accuracy
0.72Best F1 Score
25+Features Engineered
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EXPLORE MORE WORK

ML PROJECTS

End-to-end machine learning projects across retail, finance, and technology.

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EVALUATION LAB

Frameworks, benchmarks, and experiments for model evaluation, reliability, and safety.

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CAREER ARCHIVE

15+ years across games, digital interactives, mobile, and award-winning projects.

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WRITING

Thoughts on AI, product, data, and building systems that create impact.

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CAREER ARCHIVE

Built across screens,
devices, and physical spaces.

01
L3

L3HARRIS

Mission-critical software

Quality leadership, systems thinking, and software delivery in high-stakes environments.

02
INTEL

INTEL

Platform-scale technology

Product quality and technical execution across large, complex technology ecosystems.

03
AAA

CALL OF DUTY

AAA game development

Shipped high-quality interactive experiences across console, PC, and emerging platforms.

04
DIGITAL

DIGITAL INTERACTIVES

Physical + digital experiences

Immersive interactives for museums, exhibitions, and client-facing installations.

05
MOBILE

MOBILE

Consumer applications

Mobile experiences focused on usability, quality, and reliable product execution.

06
AWARD

AWARD-WINNING WORK

Recognized interactive experiences

Projects recognized for creativity, innovation, and technical execution.

“Every detail was thoughtfully executed.
We’re thrilled with the outcome.”

Client Feedback

IH

I bridge the gap
between engineering
and business.

With a background in QA leadership, business analysis, and ML engineering, I bring a unique perspective to building and evaluating AI systems — focusing on reliability, safety, and measurable business value.

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