The Role of Feature Stores in Machine Learning for Data Quality Assurance
How Shopify built an in-house Feature Store to improve model performance and cut down engineering time for ML projects.
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Alicia Bargar
Senior Data Developer
Shopify
Curious about whether Feature Stores have a place in your ML pipelines? In this talk, Alicia Bargar, Senior Data Developer at Shopify, discusses their philosophy of mediated data sharing and how it influenced their approach to building an in-house feature store that ensures model performance and cuts down engineering time for ML projects. Learn how a data-sharing infrastructure can lead to better data science and ML technical advances to support online inference and data quality monitoring.
