Streaming Machine Learning with Apache Kafka and TensorFlow (without a Data Lake)

Streaming Machine Learning with Apache Kafka and TensorFlow (without a Data Lake) Kai Waehner A presentation from ApacheCon @Home 2020 Machine Learning (ML) is separated into model training and model inference. ML frameworks typically load historical data from a data store like HDFS or S3 to train models. This talk shows how you can avoid such a data store by ingesting streaming data directly via Apache Kafka from any source system into TensorFlow for model training and mod