Many ML engineering roles require handling real-time data. Developing skills in streaming platforms like Apache Kafka, Apache Flink, or Spark Streaming enables effective processing of live data for rapid inference. This is crucial for building applications such as fraud detection, recommendation systems, and IoT analytics.

Many ML engineering roles require handling real-time data. Developing skills in streaming platforms like Apache Kafka, Apache Flink, or Spark Streaming enables effective processing of live data for rapid inference. This is crucial for building applications such as fraud detection, recommendation systems, and IoT analytics.

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