How to use Apache Kafka for real time anomaly detection

How to use Apache Kafka for real time anomaly detection

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How to use Apache Kafka for real time anomaly detection
Kafka Meetup London is powered by OSO, to find out more our Kafka Services visit: https://oso.sh/?utm_source=youtube&utm_medium=channel-video&utm_campaign=kafka-meetup Detecting problems as they happen is essential in today's fast-moving world. This talk shows how to build a simple, powerful system for real-time anomaly detection in live data. We'll use Apache Kafka for streaming data, Apache Flink for processing it in real time, and various models to detect unusual patterns. Whether it's monitoring systems, or tracking IoT devices, this solution is flexible and reliable. We'll start by exploring how Kafka helps collect and manage fast-moving data streams. Then, we'll demonstrate how Flink processes this data in real time and integrates anomaly detection models to uncover events as they occur. We'll dive into the details of how ARIMA and LSTM work, so even if you’re not into mathematics, you can still understand what happens behind the scenes!