#Data-centric-ai

Showing 16 of 16 repositories tagged #data-centric-ai, ranked by stars

cleanlab
cleanlab
cleanlab

Cleanlab's open-source library is the standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.

Score
0
β˜… 11.6k β‘‚ 906 +12/day
Python
voxel51
voxel51
fiftyone

Refine high-quality datasets and visual AI models

Score
100
β˜… 10.9k β‘‚ 792 β€”
Python
code-kern-ai
code-kern-ai
refinery

The data scientist's open-source choice to scale, assess and maintain natural language data. Treat training data like a software artifact.

Score
83
β˜… 1.5k β‘‚ 73 +1/day
Python
Renumics
Renumics
spotlight

Interactively explore unstructured datasets from your dataframe.

Score
100
β˜… 1.3k β‘‚ 90 β€”
TypeScript
cleanlab
cleanlab
cleanvision

Automatically find issues in image datasets and practice data-centric computer vision.

Score
100
β˜… 1.2k β‘‚ 83 +2/day
Python
daochenzha
daochenzha
data-centric-AI

A curated, but incomplete, list of data-centric AI resources.

Score
67
β˜… 1.1k β‘‚ 80 β€”
HazyResearch
HazyResearch
data-centric-ai

Resources for Data Centric AI

Score
60
β˜… 1.1k β‘‚ 119 β€”
TeX
Renumics
Renumics
awesome-open-data-centric-ai

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

Score
20
β˜… 734 β‘‚ 42 +1/day
dcai-course
dcai-course
dcai-lab

Lab assignments for Introduction to Data-Centric AI, MIT IAP 2024 πŸ‘©πŸ½β€πŸ’»

Score
33
β˜… 483 β‘‚ 162 β€”
Jupyter Notebook
gszfwsb
gszfwsb
NCFM

Official PyTorch implementation of the paper "Dataset Distillation with Neural Characteristic Function: A Minmax Perspective" (NCFM) in CVPR 2025 (Full Score, Highlight).

Score
80
β˜… 414 β‘‚ 32 β€”
Python
duoan
duoan
mega-data-factory

🏭 Mega Scale Multimodal DataPipeline for SOTA Foundation Models

Score
0
β˜… 369 β‘‚ 46 +1/day
Python
cleanlab
cleanlab
examples

Notebooks demonstrating example applications of the cleanlabΒ library

Score
50
β˜… 136 β‘‚ 28 β€”
Jupyter Notebook
SJTU-DMTai
SJTU-DMTai
awesome-ml-data-quality-papers

Papers about training data quality management for ML models.

Score
40
β˜… 126 β‘‚ 7 +1/day
TonyLianLong
TonyLianLong
UnsupervisedSelectiveLabeling

[ECCV 2022] Official Implementation for Unsupervised Selective Labeling for More Effective Semi-Supervised Learning

Score
0
β˜… 64 β‘‚ 3 β€”
Python
awesome-mlops
awesome-mlops
awesome-data-management

A curated list of awesome open source tools and commercial products to catalog, version, and manage data πŸš€

Score
0
β˜… 43 β‘‚ 7 β€”
KibromBerihu
KibromBerihu
ai4elife

This data-centric AI repository implements a robust deep learning method (LFBNet) for fully automated tumor segmentation in whole-body [18]F-FDG PET/CT images.

Score
17
β˜… 41 β‘‚ 10 β€”
Python
Related Topics
#machine-learning#data-science#deep-learning#data-curation#data-quality#computer-vision#active-learning#artificial-intelligence#data-profiling#exploratory-data-analysis#ai#data-cleaning

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