Deep Viral Mehta
Data Scientist @ Prince William Water | MS Data Science @ RIT
- Role
- Data Scientist at Prince William Water
- Location
- Sunnyvale, CA, US
- LinkedIn followers
- 500 followers
About Deep Viral Mehta
With a strong foundation in machine learning, deep learning, and data analysis, I am an…
Experience
Data Scientist
Jun 2024 — Present · VA, US
Water Consumption Prediction Model: Developed a predictive model to forecast future water usage needs with an error margin of ±3.5%, enhancing procurement planning. Integrated additional factors, including holidays and humidity, to improve seasonal accuracy by 15%, allowing predictions up to one year. Achieve an R-squared of 0.89 using advanced machine learning models (Gradient Boosting, XGBoost, LightGBM) and neural networks (PyTorch). • Methanol and Ferric Chloride Usage Prediction: Working on models for methanol and ferric chloride demand in wastewater treatment, factoring in peak usage patterns to optimize ingredient planning. Plan to reduce chemical usage by 20%.• Data Processing and Visualization: Designed a data pipeline that decreased data processing times by 40%, allowing faster insights and more agile decision-making. Leveraged PowerBI to produce visualizations, increasing report readability as per stakeholder feedback.• Dashboard and Reporting Automation: Centralized data and automated dashboards improved workflow efficiency by saving man-hours, and providing critical real-time insights.• System Integration and Data Sharing: Integrated disparate business systems to reduce data silos, increasing data accessibility across departments, and fostering improved collaboration and data-driven initiatives.• Master Data Management and Asset Analytics: Helped curate a master data repository that underpinned enterprise-level reporting, yielding 20% higher data consistency.
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