The relationship between Apache Kafka and machine learning (ML) is an interesting one that I've written about quite a bit in How to Build and Deploy Scalable Machine Learning in Production with Apache Kafka and Using Apache Kafka to Drive Cutting-Edge Machine Learning.
This post addresses a specific part of building a machine learning infrastructure: the deployment of an analytic model in a Kafka application for real-time predictions.