Machine Learning System Endeavors - From Design to Production
Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only! Grab it Explore a 32-minute conference talk from Data Science Conference Europe 2022 that chronicles the development journey of a video processing AI system, from initial concept to production deployment. Learn about the challenges and solutions in implementing sensors, object detection, tracking mechanisms, and creating space utilization dashboards with real-time alarm capabilities. Gain insights into managing ML pipeline experiments and bug fixes while navigating through production challenges. Discover how this ML solution made significant impacts in the prop tech and smart buildings industry, with detailed explanations of product evolution and MLOps challenges encountered during implementation. Delivered by Stanko Kuveljić in Belgrade, the presentation offers practical lessons for data scientists and ML engineers working on real-world AI system deployments.