Renumics/awesome-open-data-centric-ai

Curated list of open source tooling for data-centric AI on unstructured data.

nlpmachine-learningcomputer-visiondeep-learningdata-visualizationawesome-listoutlier-detectionfeature-vectoruncertainty-estimationactive-learningdata-versioningdata-curationsynthetic-dataexplainable-aibias-detectionrobust-machine-learningnoisy-labelsdata-driftdata-centric-ai
This is stars and forks stats for /Renumics/awesome-open-data-centric-ai repository. As of 20 Apr, 2024 this repository has 614 stars and 32 forks.

Awesome open data-centric AI Open source tooling for data-centric AI on unstructured data Data-centric AI (DCAI) is a development paradigm for ML-based solutions. The term was coined by Andrew Ng who gave the following definition: Data-centric AI is the practice of systematically engineering the data used to build AI systems. At Renumics, we believe DCAI is an important puzzle piece for building real-world AI systems that generate value. We like the following definition: Data-centric AI means...
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