MQTT + Apache Kafka => Video Recording from Kafka Summit Available

Posted in Apache Kafka, Internet of Things, Kafka Connect, KSQL, Machine Learning, MQTT on October 25th, 2018 by Kai Wähner

Just wanted to share the video recording of my talk at Kafka Summit SF 2018 about Kafka MQTT integration. Like all other talks, it is available for free on the Kafka Summit website. Please click the following link to get there:

MQTT Kafka Video

Processing IoT Data from End to End with MQTT and Apache Kafka

All further information about the integration of MQTT and Apache Kafka is available in another blog post. This includes Github examples, etc. Go here:

Apache Kafka + MQTT = End-to-End IoT Integration (Code, Slides, Video)

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Model Serving: Stream Processing vs. RPC / REST with Java, gRPC, Apache Kafka, TensorFlow

Posted in Analytics, Apache Kafka, Big Data, Confluent, Deep Learning, Java / JEE, Kafka Streams, KSQL, Machine Learning, Microservices, Open Source, Stream Processing on July 9th, 2018 by Kai Wähner

Machine Learning / Deep Learning models can be used in different ways to do predictions. My preferred way is to deploy an analytic model directly into a stream processing application (like Kafka Streams or KSQL). You could e.g. use the TensorFlow for Java API. This allows best latency and independence of external services. Several examples can be found in my Github project: Model Inference within Kafka Streams Microservices using TensorFlow, H2O.ai, Deeplearning4j (DL4J).

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