Patricia Herrmann

Background

About Patricia Herrmann

Driving AI & Machine Learning Innovation from Strategy to Scalable Product Delivery. As a Machine Learning Product Leader with a background in cognitive science and applied data science, I specialize inbuilding and launching AI-powered products that solve real-world problems across enterprise sectors. From NLP model optimization and CV pipelines to AI-driven behavioral tools, I’ve led full-cycle development across healthcare, telecom, logistics, academia, and government-backed initiatives. Where I Bring Impact: AI & ML Product Strategy – I lead product roadmaps with deep alignment between business needs and technical feasibility, translating complex machine learning capabilities into usable, value-driven tools. NLP Model Development & Optimization – I’ve deployed NLP frameworks like BERT and spaCy in customer-facing co-bots, driving measurable improvements in model performance, annotation efficiency, and cost reduction. Agile Product Execution – With fluency in JIRA, Clubhouse, and Scrum methodologies, I orchestrate sprints, backlog grooming, and cross-team planning to keep technical and product teams aligned and focused. Cross-Functional Leadership – I’ve led diverse teams of engineers, data scientists, researchers, and designers—fostering collaboration across data pipelines, UI/UX, and GTM efforts. Data-Driven Product Development – Whether improving data quality from 65% to 90% or building predictive models from scratch, I prioritize data integrity, performance, and long-term scalability. Career Highlights: Launched a B2B-ready ocular signal detection tool at Senseye, improving CV data quality and securing industry/government partnerships. Reduced annotation needs by 60% at XSELL Technologies while accelerating NLP model deployment across three major sectors. Led predictive model design for real estate expansion using R, STATA, and Tableau at Forum Analytics. Improved compliance mapping workflows as a GIS specialist and conducted award-winning academic research in cross-cultural decision-making. Scientific Thinker. Technical Strategist. Product-Centric Leader. I operate at the intersection of machine learning, human behavior, and real-world application—leading with clarity, structure, and vision in every role. Let’s Connect. If you're looking for a product leader fluent in AI, analytics, and team execution—I’d love to talk.