Sowmya V
Data Scientist at Carrier | Focused on Reinforcement Learning
- Role
- Data Scientist with Reinforcement Learning at Carrier
- Location
- Indianapolis, IN, US
- LinkedIn followers
- 500 followers
About Sowmya V
Experienced Data Scientist with 5+ years of expertise in data science, machine learning…
Experience
Data Scientist with Reinforcement Learning
Apr 2024 — Present · Indianapolis, IN, US
Spearheaded the development and deployment of reinforcement learning models, improving HVAC energy efficiency and operational performance.Built robust data pipelines for real-time processing and integration of large sensor datasets, ensuring consistency and accuracy.Designed Random Forest models to predict load requests and performance coefficients with high accuracy, enabling effective predictive maintenance.Applied advanced time-series forecasting and feature engineering, uncovering actionable insights from complex datasets.Developed optimization algorithms to fine-tune system parameters, resulting in a 15% reduction in penalty costs.Created interactive dashboards and reports using Matplotlib to communicate model outputs effectively to stakeholders.Identified opportunities for workflow optimization, leading to a 20% reduction in manual intervention.Conducted in-depth analysis of data and model performance using metrics like Mean Squared Error and R-squared to ensure reliability and transparency.
Education
Wichita State University
Graduate
Bapatla Womens Engineering College
Bachelor of Technology - BTech
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.