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When big ideas meet and reinforce one another constructively, we see even larger effects. Event streaming has already caused a quiet revolution in the traditional ETL space, and is helping microservices architectures deliver on their yet-elusive promises of decoupling and evolvability. When event streaming and machine learning meet, the well-known problems of production ML systems find the same kind of solutions. Machine learning and event streaming can deliver all kinds of value to the world separately, but the ML community stands to grow by adopting real-time retraining using platforms like Apache Kafka.
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Tim is a teacher, author, and technology leader with Confluent, where he serves as the Senior Director of Developer Experience.