Shypd.aiThe largest open index of AI toolsTemporian is an open-source Python library for preprocessing and feature engineering temporal data. It is optimized for temporal data, offering significant speed improvements over general-purpose libraries.
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Temporian is an open-source Python library designed for safe, simple, and efficient preprocessing and feature engineering of temporal data for machine learning applications. It supports a wide range of temporal data types, including multivariate time-series, time-sequences, event logs, and cross-source event streams, handling both uniformly and non-uniformly sampled data, as well as flat and multi-index data. The library's core computation is implemented in C++ and highly optimized, making it potentially over 1,000 times faster than off-the-shelf data processing libraries for temporal operations. Temporian integrates seamlessly with existing ML ecosystems like PyTorch, Scikit-Learn, and TensorFlow, and crucially prevents future leakage in feature computation unless explicitly allowed, ensuring data integrity and preventing hard-to-debug errors.
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