How can RisingWave be integrated with existing ML tools for ML serving?
Yingjun asked about integrating RisingWave with existing ML tools for ML serving and mentioned using S3 for data storage. Jon Chuang and yanghao also shared their thoughts on the topic.
RisingWave currently does not support ML, but there are plans to support ML serving.
One way to integrate RisingWave with existing ML tools is to dump data into S3 for storage.
For example, to integrate RisingWave with Tensorflow, the process involves training in Tensorflow, unloading the trained model into S3, loading the model into RisingWave, and performing inference.
Integrating with existing ML tools provides developers with flexibility and reliability.
Pushing some feature engineering work into the database kernel could be a promising direction for RisingWave's integration with ML tools.