Lead data scientist developing computer vision applications for cloud and edge.
• Engineered SOTA auto-labeling and ModelOps tools, accelerating model development flow and reducing personnel costs.
• Enhanced model efficacy through advanced techniques like Genetic Algorithms, Hyperparameter Optimization, and adaptive model architecture adjustments, including graded learning rates and selective head freezing.
• Architected, trained, and validated custom vision models from scratch.
• Monitored and maintained production models against degradation and drift.
• Built critical monitoring dashboards, saving thousands a month in cloud costs and exposing breaking software bugs.
• Constructed and deployed a Retrieval Augmented Generation tool making company documentation more discoverable and reducing personnel hours.
• Represented data team in customer on-sites and conclusive presentations leading to pilots, jumpstarts, and product rollouts.