Rajavardhan Reddy G.

Data Scientist @Community Dreams Foundation

Orlando, FL, US

Spearheaded the development of an ML-driven energy assessment platform to analyze building-level energy usage and heating system modernization opportunities using structured data from EIA RECS, HVAC metadata, and regional benchmarks.• Designed and implemented data pipelines to aggregate and join multiple CSV sources (energy logs, equipment specs, weather data, and state-level statistics), enabling unified analysis across residential heating equipment types, adoption rates, and efficiency scores.• Conducted exploratory analysis on key HVAC metrics (e.g, furnace prevalence, heat pump adoption, boiler reliance, humidifier usage) to derive regional insights and identify efficiency upgrade opportunities at scale.• Built early-stage regression models and time-series predictors to estimate energy savings and CO₂ emission reductions under hypothetical upgrade scenarios.• Collaborated with cross-functional teams to define baseline energy profiles, model performance metrics (e.g, MAPE, R²), and trend analysis strategies for seasonal and regional variations.• Contributed to technical planning of future modules including anomaly detection, digital twin creation, and recommendation engines for HVAC, envelope, lighting, and control system upgrades.• Engaged stakeholders in technical discussions to clarify project objectives, data requirements, GCP architecture plans, and modeling scope for Phase 1 delivery.

University of Dayton

Master of Science - MS, Computer Science

Lovely Professional University

B.Tech, Electronics and Communications Engineering