Shypd.aiThe largest open index of AI toolsOpenMLDB is an open-source machine learning database that provides a feature platform for computing consistent features for training and inference. It is designed to solve data and feature challenges in AI engineering.
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OpenMLDB is an open-source machine learning database that functions as a feature platform, providing consistent features for both training and inference in AI applications. It addresses common challenges in AI engineering such as data leakage, feature backfilling, and efficiency, which often consume significant time and effort. The platform prioritizes feature engineering using SQL, offering a unified programming language for defining and managing features. OpenMLDB includes a real-time SQL engine optimized for time series data, achieving ultra-low latency for real-time features, and a batch SQL engine based on a tailored Spark distribution. Its unified execution plan generator ensures consistency between batch and real-time SQL engines, enabling a "Development as Deployment" approach to significantly reduce costs from offline training to online inference.
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