A talk by Sreekanth Raghunath. At MANN+HUMMEL Group, we combine intelligent technology with our filtration expertise to strengthen our position as a market leader.
In this talk, I will focus on digital transformation using IoT devices, with a strong emphasis on how we employ MLOps strategies to productionize our predictive and prescriptive maintenance solutions.
I will share my experiences at the MANN+HUMMEL Group IoT lab relating to:
- Utilizing real-time streaming data from various IoT sensors
- Combining external factors such as local weather data
- Developing physics-based, data-driven predictive models
- Automated data ingestion, model training, inferencing and monitoring employing MLOps strategies