Peter McNally
- Role
- Data Scientist at SmithGroup
- Location
- Ann Arbor, MI, US
- LinkedIn followers
- 500 followers
About Peter McNally
Data Scientist with a passion for using data to challenge mental models and improve…
Experience
Data Scientist
Aug 2016 — Present
Lead analytics project to analyze mechanical cooling loads for a major hospital system in California (presented at the ASHRAE Building Performance conference in September 2023)- Partnered with Oak Ridge National Lab to develop a machine learning model to augment building energy model capabilities (published in v 68 June 2023 issue of the Journal of Building Engineering)- Implemented IoT solutions for workspace utilization and IEQ data, from vendor selection to data analysis- Performed statistical analysis of occupancy data and forecasted demand for Phoenix area hospital expansion- Mapped consumer-level power data (kWh) to find statistically significant hot spots in Pittsburgh metro- Infused data analysis into workplace master plan for large tech company Washington DC location- Extensive use of Azure Databricks for manipulating large data sets and setting up data pipelines- Created interactive visualizations of employee collaboration networks using d3.js and python- Developed a web application that leverages computer vision algorithms to tag images- Used python and tensorflow to develop object detection models for pedestrian activity
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