Machine Learning Engineer
Ottawa, Ontario, Canada
Collaborator: National Research Council Canada (NRC)• Collaborated with cross-functional, cross-territory teams from the National Research Council Canada, Hannover Centre of Germany, the University of Ottawa, and Max-Planck Club on a project to develop an alternative to fiber optics for transmitting high-speed data to Canadian northern territories (Yukon, Northwest, Nunavut) economically.• Simulated the metamaterial device with existing software, scanned over many design parameters for data collection, and pre-processed, stored, and organized the collected data.• Trained deep neural networks on the data to create surrogate models that replaced the simulation software.• Developed an AI-based optimization algorithm to solve the inverse problem, which is to specify thethe metamaterial-based device that gives the desired optical response.• Shared insights effectively with interactive visualizations, using Power BI dashboards to help the team identify trends, gain insights from experiments, and make informed decisions.