Detect Distribution and Data Failure?

Course Q&A Machine Learning Engineering for Production(MLOps) Machine Learning Data Lifecycle in Production
1

How would we detect distribution shifts and data failure for all type of data? Structured, Unstructured (Images, Videos, Text, Audio…etc)

2

Hi @jax79sg,
This paper [https://arxiv.org/pdf/2012.04759.pdf] contains a nice overview of distribution changes’ handling. I hope it helps.
Best regards

3

Thanks @JoshE , i will make sure to look into it and its references.