April 7, 2024, 12:20 p.m. | Andrey Novitskiy

Towards AI - Medium pub.towardsai.net

Volga — Open-source Feature Engine For Real-time AI — Part 1

This is the first part of a 2-post series describing the background and motivation behind Volga. For technical details, see the second part.

Volga river

TL;DR

Volga is an open-source, self-serve, scalable data/feature calculation engine tailored for modern real-time AI/ML applications. It features convenient Pandas-like API to define data entities, online/offline pipelines and sources, consistent online+offline feature calculation semantics, configurable hot and cold storage, feature lookups, real-time …

artificial intelligence data engineering feature engineering machine learning mlops

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