LinkedIn has developed an incremental and online training platform to enhance AI-driven recommendations by enabling rapid model updates and cost-efficient training processes. The platform has demonstrated significant improvements in user interactions and advertisement effectiveness while addressing various engineering challenges such as data ingestion, monitoring, and model calibration. Key infrastructure components, including Kubernetes and Kafka, facilitate seamless integration and operational efficiency in training and serving machine learning models.