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DataXDay - How to leverage the Apache Kafka Ecosystem to productionize Machine Learning
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This talk shows how to productionize Machine Learning models in mission-critical and scalable real time applications by leveraging Apache Kafka as streaming platform. The talk discusses the relation between Machine Learning frameworks such as TensorFlow, DeepLearning4J or H2O and the Apache Kafka ecosystem. A live demo shows how to build a mission-critical Machine Learning environment leveraging different Kafka components: Kafka messaging and Kafka Connect for data movement from and into different sources and sinks, Kafka Streams for model deployment and inference in real time, and KSQL for real time analytics of predictions, alerts and model accuracy.
Par Kai Waehner - Technology Evangelist - Confluent
DataXDay est une conférence organisée par Xebia et Publicis Sapient.
Suivez-nous sur Twitter : @dataxday
Par Kai Waehner - Technology Evangelist - Confluent
DataXDay est une conférence organisée par Xebia et Publicis Sapient.
Suivez-nous sur Twitter : @dataxday