ML System Design: Feature Store

[@saketthavanani312]

Great Explanation!!

[@sunilbelde6290]

Does this feature store concept works only where it has tabular data features or can it be used for tasks related to computer vision(images) and nlp(text files)

[@AppliedAICourse]

You can use it for text and image features also, You can simply store the deep-learning based dense features in the feature-store.

[@vigneshvicky8732]

Good one.
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Congratulating u for making good replies to those who questions u....

[@AppliedAICourse]

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[@cloudy_data_engineer]

Awesome explaination

[@vighneshsablok5851]

The Key value pairs in FS used for Model serving will have a fixed subset of features out of all features. How can we call another model with different features using the same Feature Store.

[@AppliedAICourse]

The value in the hash table typically contains all features. For Model Serving, we can pick those those features that our model needs from the full set of features.

[@srikanthv7781]

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[@AppliedAICourse]

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[@vikrantmohite1226]

Nice