Flink AI Model Inference
Data Streaming and AI are Better When They’re Together

Data Streaming and AI are Better When They’re Together

11/29/2023 · Sumit Pal

What this post added

This post elaborates on the synergy between data streaming and AI/ML, highlighting how Confluent Cloud, particularly with its managed Apache Flink service, streamlines the integration of streaming data into AI/ML models. It details how Confluent Cloud enables embedding ML models in event streams for reduced latency, performing simulations and analysis with real-time data, and supporting asynchronous communication for AI/ML applications. It also mentions the deployment of AI/ML models at the edge using librdkafka and on mobile applications. The post emphasizes Confluent Cloud's capabilities in autoscaling, observability, and automatic model updates, and how Flink optimizes resource consumption for low latency and fault tolerance, facilitating real-time AI/ML pipelines.

Read the original post ↗