A Doctor for your data
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Aug 7, 2024 - Python
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data-centric-machine-learning
Here are 13 public repositories matching this topic...
A curated, but incomplete, list of data-centric AI resources.
data-science machine-learning ai artificial-intelligence data-engineering data-quality data-curation data-centric data-centric-ai data-centric-machine-learning
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Jun 26, 2024
Pytorch implementation of DoReMi, a method for optimizing the data mixture weights in language modeling datasets
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Dec 26, 2023 - HTML
Data-IQ: Characterizing subgroups with heterogeneous outcomes in tabular data (NeurIPS 2022)
data-science machine-learning deep-learning data-quality data-centric responsible-ai trustworthy-ai data-quality-assessment data-centric-ai data-centric-machine-learning
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Mar 20, 2023 - Jupyter Notebook
Enhancing Efficiency in Multidevice Federated Learning through Data Selection
machine-learning flower wearable-devices edge-computing data-selection wearable-computing federated-learning split-learning data-centric-ai data-centric-machine-learning
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Apr 15, 2024 - Python
Data-SUITE: Data-centric identification of in-distribution incongruous examples (ICML 2022)
data-science machine-learning data-quality data-centric data-quality-monitoring responsible-ai trustworthy-machine-learning data-centric-ai data-centric-machine-learning
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Mar 8, 2023 - Jupyter Notebook
TRIAGE: Characterizing and auditing training data for improved regression (NeurIPS 2023)
trustworthy-machine-learning trustworthy-ai data-centric-ai reliable-ai data-centric-machine-learning
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Mar 14, 2024 - Jupyter Notebook
You can’t handle the (dirty) truth: Data-centric insights improve pseudo-labeling
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Jun 30, 2024 - Jupyter Notebook
Code for our paper "Towards Trustworthy Dataset Distillation" (Pattern Recognition 2025)
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Dec 8, 2024 - Python
Collaboratively Learning Federated Models from Noisy Decentralized Data
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Nov 13, 2024 - Python
A multi-view panorama of Data-Centric AI: Techniques, Tools, and Applications (ECAI Tutorial 2024)
machine-learning missing-data fairness imbalanced-data data-complexity xai bias-detection imbalance-learning missing-data-imputation data-centric-ai data-centric-machine-learning ai-bias-testing
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Oct 19, 2024
Data Clustering using Expectation Maximization algorithm. To cite this Original Software Publication: https://www.sciencedirect.com/science/article/pii/S2352711021001771
big-data expectation-maximization unsupervised-clustering open-source-software data-centric-machine-learning
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Oct 25, 2021 - R
Implementation of data typology for imbalanced datasets.
data-science machine-learning matlab data-quality imbalanced-data data-complexity imbalanced-learning meta-learning data-centric-ai data-centric-machine-learning
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Jun 4, 2023 - MATLAB
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