LinkEdge - Open-Source MLOps Integration with IoT Edge Devices
Watch a 14-minute conference talk from the Eclipse Foundation's eSAAM 2023 event where data engineer Savidu Dias introduces LinkEdge, an open-source toolset enabling MLOps integration with edge devices. Learn about the platform's dual toolset approach - one for edge device infrastructure setup and another for MLOps pipeline model packaging. Explore how LinkEdge addresses challenges in production deployment, monitoring, and management of machine learning models on edge devices through customized deployment strategies and model optimization techniques. Discover the platform's practical application through a case study using public datasets for predicting truck air pressure system breakdowns, and understand how its performance compares to existing commercial and open-source alternatives while offering users complete freedom in Edge-MLOps infrastructure setup without third-party software dependencies.