Stream Processing with Python, Kafka & Faust

How to Stream and Apply Real-Time Prediction Models on High-Throughput Time-Series Data

Most of the stream processing libraries are not python friendly while the majority of machine learning and data mining libraries are python based. Although the Faust library aims to bring Kafka Streaming ideas into the Python ecosystem, it may pose challenges in terms of ease of use. This document serves as a tutorial and offers best practices for effectively utilizing Faust.

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apply data data engineering data mining ecosystem ideas kafka libraries library machine machine learning mining prediction prediction models processing python real-time series streaming stream processing