Thomas Czerniawski
Senior Applied Machine Learning Scientist @Integrated Projects
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WORK HISTORY
Senior Applied Machine Learning Scientist @Integrated Projects
ON, CA
Integrated Projects Technology is at the forefront of built environment digitization. We specialize in Scan to BIM services, converting LiDAR laser scans of existing buildings into digital building information models (BIMs). We\'re applying machine learning and advanced computer vision techniques to automate this process, significantly reducing costs and turnaround times.ROLES AND RESPONSIBILITIESAs an Applied Machine Learning Scientist and Team Lead, I am responsible for driving the automation of our Scan to BIM process. My role encompasses a wide range of activities, including:Leadership and Management: Leading a growing machine learning team. I oversee planning and execution of all machine learning-related tasks.Machine Learning Strategy: Developing and implementing a comprehensive machine learning roadmap to enhance our Scan to BIM capabilities. Our strategy includes 2D projection techniques, 3D segmentation, and advanced language-based scene reconstruction.Algorithm Development: Creating and optimizing neural networks to detect and classify building elements.Software Integration: Ensuring seamless integration of our machine learning outputs with commercial BIM software like Autodesk Revit. This includes translating neural network outputs into the parameters required to generate accurate BIM elements.Project Management: Overseeing incremental development and deployment of our Scan to BIM automation releases, ensuring continuous feedback and iterative improvements.Risk Mitigation: Identifying and addressing key risks such as data quality, interoperability challenges, and the maturity of emerging technologies to ensure project success.
EDUCATION
University of Waterloo
Bachelor of Applied Science (BASc), Civil Engineering
University of Waterloo
Master's of Applied Science, Civil and Environmental Engineering
The University of Texas at Austin
Doctor of Philosophy - PhD, Civil Engineering
SKILLS
ABOUT THOMAS CZERNIAWSKI
Thomas Czerniawski has over 10 years experience in computer vision, artificial intelligence, and digital modelling of the built environment. He has created systems for industrial fabrication quality control, building information model creation and updating, and construction progress monitoring. He has received awards from the European Group for Intelligent Computing in Engineering, the American Society of Civil Engineers, and the Reality Capture Network for his contributions to research and community building. He has a PhD in Civil Engineering from the University of Texas at Austin, where his research program focused on creating digital models of existing facilities using deep learning.He currently works as an applied machine learning scientist at Integrated Projects Technology Inc, where he is automating the scan-to-BIM process. He was an assistant professor at Arizona State University from 2020 to 2023 and continues to advise a team of researchers and students creating immersive digital learning experiences for the builders and stewards of infrastructure. Thomas is a part of the Reality Capture Network Committees Advisory Board, where he is helping to develop the future of community and learning in the reality capture industry. Thomas speaks at conferences and professional meetings about emerging technologies and their opportunities and challenges.Scan-to-BIM Universityhttps://youtu.be/KekqQPAWl9sBuildings 2.0 Podcasthttps://youtu.be/eC3nY13wQMcMachine Learning is More Familiar than you Thinkhttps://youtu.be/N2L4oFzs8wIR-CON2024https://youtu.be/oeaK_ARmbK8GeoWeek 2024 https://youtu.be/sgrN5NYj7HgPBS Bicycling Projecthttps://youtu.be/3_sNU5M4xgI
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