Feature Engineering

Scaling Feature Engineering Pipelines with Feast and Ray

project involving the construct of propensity models to predict customers’ prospective purchases, I encountered feature engineering issues that I had seen quite a few times before. These challenges might be broadly classified into two categories: 1)...

Why Your ML Model Works in Training But Fails in Production

, I worked on real-time fraud detection systems and suggestion models for product corporations that looked excellent during development. Offline metrics were strong. AUC curves were stable across validation windows. Feature importance plots told...

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