Building an Anomaly Detection System with Machine Learning and Kafka Streams
Introduction to Anomaly Detection Anomaly detection is like being the Sherlock Holmes of the data world. You’re on the hunt for the unusual, the unexpected, and the downright suspicious. In today’s fast-paced, data-driven world, detecting anomalies in real-time is crucial for maintaining data integrity, security, and operational stability. So, how do we build a system that’s as sharp as Sherlock’s mind? Enter Apache Kafka and Machine Learning. Why Kafka and Machine Learning? Apache Kafka is the central nervous system of data streams, handling vast amounts of data with ease. It’s like the high-speed internet of data pipelines, ensuring that your data is processed asynchronously and reliably. ...