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🏃♀️Moving Fast and Breaking Data with Shreya Shankar
The MLOps Podcast
How to Build a Data Validation System for Images
A lot of companies that are trying to build this out for images specifically have a really hard time. I don't know if it'll work less, but I like to think about data validation when you have none. When you're starting out, you want to implement precise methods. So things like type checks. If your data doesn't type check, it's definitely a problem. And then try to just build to get more recall of the failures.
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