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Turbine Defect Detector - AI/ML
Project type
AI/ML + Stakeholder Mgt + Cloud
Date
Jan 2022 - Jan 2023
Location
Blacksburg VA
Design Project Code
Role
Cloud AI Software Developer
Sponsored by Collins Aerospace, me and a team of 3 students were tasked to build a composite structures defect detector aka airplane turbines. We did this by creating a CNN in a cloud-based environment that would take images of damaged and undamaged images of turbines and highlight the damaged ones.
Key Points:
• Achieved validation accuracy above 90% & 95% efficiency rating for ML model using dataset of 18.1k pictures
• Using Google Collab, delivered cloud-based solution: Turbine Defect Detector using Machine Learning Algorithms; Collaborated with stakeholders to create 1-year roadmap; product still being actively sourced