This study integrates soft sensors with Kafka-ML to predict NO₃⁻ levels in real time, enhancing low-cost IoT-based water monitoring and pollution control.
This paper presents an asynchronous federated learning solution within Kafka-ML, integrating federated learning with data streams for ML/AI applications.