DataFunTalk

Mar 6, 2020 · Artificial Intelligence

Advances in Apache Flink AI Ecosystem: ML Pipeline, AI Flow, and Mini‑Batch Streaming Iteration

This article reviews recent progress in Apache Flink's AI ecosystem, explaining how Flink unifies batch and stream processing for machine‑learning pipelines, introduces the Flink ML Pipeline and Alink library, describes the AI Flow framework for end‑to‑end ML workflows, and presents a novel mini‑batch streaming iteration mechanism to support both offline and online learning scenarios.