Inference on Streaming Data at Scale Using Numaflow
CNCF [Cloud Native Computing Foundation] via YouTube
Overview
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Learn about Numaflow, a Kubernetes-native open-source platform for scalable event processing, in this conference talk from Intuit engineers. Discover how ML teams tackled challenges with high-throughput streaming data processing and inference by developing a solution that simplifies connections to various messaging systems like Kafka, Pulsar, and SQS. Explore how Numaflow enables seamless event processing and inference workflows without a steep learning curve, while effectively handling scaling based on event volumes. Gain valuable insights into asynchronous inference on streaming data, particularly relevant for ML engineers and data scientists working with large-scale data processing systems.
Syllabus
Inference on Streaming Data at Scale at Intuit - Sri Harsha Yayi & Vigith Maurice, Intuit
Taught by
CNCF [Cloud Native Computing Foundation]