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Flink AI Extended
Flink AI Extended is a project extending Flink to various machine learning scenarios. Currently it contains the following two subprojects.
Flink AI Flow is an open source framework that bridges big data and AI. It manages the entire machine learning project lifecycle as a unified workflow, including feature engineering, model training, model evaluation, model service, model inference, monitoring, etc.
Deep Learning on Flink aims to integrate Flink and deep learning frameworks (e.g. TensorFlow, PyTorch, etc). It runs the deep learning tasks inside a Flink operator, so that Flink can help establish a distributed environment, manage the resource, read/write the records and handle the failures.