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Top 6 data-centric open source projects

The standard package for machine learning with noisy labels, finding mislabeled data, and uncertainty quantification. Works with most datasets and models.

✭ 2,526

python shell machine-learning machine-learning-algorithms unsupervised-learning semi-supervised-learning data-cleaning weak-supervision clean-data learning-with-confident-examples noisy-data data-centric confident-learning latent-estimation robust-machine-learning learning-with-noisy-labels

Ludwig

Data-centric declarative deep learning framework

✭ 8,018

python Dockerfile deep-learning machine-learning computer-vision natural-language-processing learning deeplearning machinelearning natural-language machine deep data-science neural-network ml pytorch datascience data-centric

Hub

Dataset format for AI. Build, manage, & visualize datasets for deep learning. Stream data real-time to PyTorch/TensorFlow & version-control it. https://activeloop.ai

mr-Observer

An observer is a wrapper over JSON data, that provides an interface to know when data is changed, with a focus on performance and memory efficiency.

✭ 22

javascript Handlebars observer object-proxying data-centric data-proxy json-proxy

pypely

Make your data processing easy

✭ 17

python data-science data pipeline functional-programming pipe readability testability data-centric

DataCLUE

DataCLUE: 数据为中心的NLP基准和工具包

✭ 133

python Jupyter Notebook shell nlp ai chinese classification-algorithm human-in-the-loop data-centric

1-6 of 6 data-centric projects