Big Fish Games

Working with player data to ideate, develop, and productionalize ML models to personalize player experience and improve game's KPI. My work includes:
• Deep Player Clustering - developed a stable clustering framework using several clustering techniques to segment players across 5 business critical categories, showing trackable and actionable results long term.
• Churn Model - developed a model that can predict 91% of the players that will churn. Initiatives based on the results of this model are consistently reducing 14 day churn by at least 1.5%. 
• Analyzing A/B testing results taking previous user behavior into account and giving confidence intervals. 
• Aiding new games with early retention and user behavior analysis.

Data Scientist

GE Power

Thermal Aerodynamics Engineer 

Technical Writer

UC Irvine

Performed transient thermo-electro-mechanical analysis using COMSOL/ANSYS on chips and sensors • Spearheaded the development of the lab space, processes, and project portfolio while mentoring over 10 junior researchers and leading 4 projects, resulting in 8 successful high-impact publications • Created and used scripted tools to automate data acquisition and analysis, streamlining experimental processes and improve workflow efficiency by over 70% • Led a 3-year collaboration project with NASA-JPL on enhancing thermoelectric heat harvesting technology, which produced new industry standard of operations while consistently fulfilling all milestones ahead of schedule • Improved thermal retention by 20% by custom-designing and building high-temperature and cryogenic experimental set-ups considering thermomechanical constraints • Presented over 10 technical talks at international conferences for specialized and general audiences

Graduate Researcher

Teaching assistant for MAE120 Heat and Mass Transfer leading discussion sessions and preparing homework sets and exams.

Teaching Assistant

NASA Jet Propulsion Laboratory

Pioneered the fabrication of a new complex nanocomposite material designed with optimal properties for heat harvesting in radioisotope thermoelectric generators

Doctoral Researcher

Designed and fabricated a prototype of a new passive electric thruster designed for nanosatellites that eliminated moving parts, reducing spacecraft average weight by 20% and power consumption by 40%

Research Scholar

Ultramagic Baloons

3D Modeling and drarwing basket balloons with NX8.
Participation in innovation projects.

Structural Engineer

I am a data scientist and ex-quantum material and aerospace engineer. I have worked in diverse industries but found my home in gaming. I love exploring data, creating automation, ML models, and interactive apps to find and deliver actionable insights.

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