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McKenna Gehrke operates at the convergence of design technology, machine learning research, and digital commerce. Her professional portfolio showcases 3D modeling and photorealistic rendering work for furniture and home goods, including collaborative projects with Wayfair. She maintains an Amazon Influencer storefront specializing in home essentials, beauty products, and technology recommendations. Her technical research focuses on self-supervised learning applications for wearable sensor data and human activity recognition. She has contributed to peer-reviewed studies examining machine learning techniques that enhance activity recognition using limited labeled datasets. Her work explores practical implementations of sensor-based learning systems. The integration of visual merchandising expertise with machine learning research characterizes her professional trajectory. She develops product visualization solutions through 3D modeling while advancing academic work in wearable technology applications. Her research and design work demonstrates applied experience in both commercial and scholarly contexts.