Isaac Gerg
AI Scientist @ ClimateAI | Physics-Enriched AI/ML | Interpretable AI | Big Compute
- Role
- Ai Applied Scientist at Climateai
- Location
- State College, PA, US
- LinkedIn followers
- 500 followers
About Isaac Gerg
Machine learning researcher who works ML problems from first principles, pairing rigorous…
Experience
Ai Applied Scientist
May 2025 — Present · US
Led comprehensive research on weather-integrated consumer spending prediction, authoring peer-reviewed manuscript demonstrating 11.5% forecast accuracy improvement across 1.2M model training runs spanning 50 U.S. states and multiple retail sectors—enabling retailers to optimize inventory, staffing, and performance evaluation using weather data.Developed novel weather debiasing methodology that improved total precipitation forecast accuracy by 140% MAE over operational NOAA forecasts and 20% over existing ML models for CONUS, directly enhancing forecast product reliability for agricultural and disaster planning customers.Provided deep learning architectural guidance for watershed flood prediction models, advising on neural network design and training strategies to improve hydrological forecasting capabilities for climate risk assessment applications.Advised Customer Success team on technical requirements and use cases for Department of Defense customers, translating complex weather prediction capabilities into actionable solutions for military operational planning and logistics.Served as Session Chair for Classification and Pattern Recognition session at OCEANS conference, moderating technical presentations and facilitating peer discussion on machine learning applications in oceanographic research.
Education
Schreyer Honors College at Penn State
Bachelor of Science - BS, Computer Engineering (Honors)
2000 — 2004
Penn State University
Master of Science - MS, Electrical Engineering
Penn State University
Doctor of Philosophy - PhD, Electrical Engineering
Find verified contacts for anyone on LinkedIn
Unifers gives sales teams verified emails and direct dials, enriched profiles, and outreach that lands in the inbox.
Free plan included · No credit card required
This profile is compiled from publicly available professional sources. Unifers is not affiliated with or endorsed by LinkedIn. Request removal of this profile.