3min chapter

The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence) cover image

Real-Time ML Workflows at Capital One with Disha Singla - #606

The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)

CHAPTER

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.

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