► Object detection, tracking, and pedestrian attribute recognition for Samsara's Connected Sites.► Semantic segmentation and traditional CV implementation and optimization for Samsara machine vision.

► Rapid computer vision, machine learning, and deep learning prototyping to move product concepts into active development.► Implementation of real-time computer vision solutions on resource-constrained embedded hardware.► Core projects involved object detection, tracking, network sparsification, and 3D state estimation.

►Performed closed-form multi-objective optimization on incentive model.► Implemented model simulation in Java.

► Developed incentive model for telematics device users.► Performed closed-form optimization on incentive model.► Carried out closed-form statistical analysis on incentive model as precursor to simulation.

Assisted authors, speakers, and thought leaders in distilling their content into a core set of principles with a unified message. Helped to repurpose this message into organizational change products and services including:► Video Training Programs► Workshops and Certification Programs► Coaching and Mastery Groups► Organizational Change Assessments and DiagnosticsSupported clients through market research, competitive analysis, topical research in the popular business press, and academic research.Developed high-impact sales and marketing collateral.Launched and managed effective outreach campaigns to major corporations.