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The Importance of Data Quality Testing in Machine Learning
In the past 18 months, we've kind of gotten to the state in machine learning where we're trying to apply the same level of rigor that we've had for traditional software to model testing. Even today, even we are thinking about like, okay, MLOps and testing and scalable models. Still, I personally feel a big chunk of time goes into creating a sophisticated model,. You want to spend rounds of cycles doing hyperbarometer to your name, feature engineering and everything.