19 results found Sort:

cleanlab
cleanlab cleanlab
684
8.9k
agpl-3.0
85
The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
llms dataops datasets labeling annotation dataquality data-quality data-science noisy-labels data-analysis data-cleaning data-curation data-labeling data-profiling active-learning data-centric-ai data-validation weak-supervision outlier-detection out-of-distribution-detection
Created 2018-05-11
1,629 commits to master branch, last one 7 days ago
voxel51
fiftyone voxel51
510
6.8k
apache-2.0
53
The open-source tool for building high-quality datasets and computer vision models
python data-quality data-science data-cleaning data-curation deep-learning vector-search visualization active-learning computer-vision data-centric-ai developer-tools machine-learning object-detection unstructured-data image-classification artificial-intelligence
Created 2020-04-22
20,368 commits to develop branch, last one a day ago
Docta-ai
docta Docta-ai
173
3.0k
other
109
A Doctor for your data
data rlhf data-curation data-diagnosis language-model data-centric-ai data-centric-machine-learning
Created 2023-05-02
32 commits to master branch, last one 4 months ago
code-kern-ai
refinery code-kern-ai
65
1.4k
apache-2.0
16
The data scientist's open-source choice to scale, assess and maintain natural language data. Treat training data like a software artifact.
nlp spacy python labeling annotations data-science transformers data-labeling deep-learning labeling-tool neural-search active-learning data-centric-ai text-annotation machine-learning human-in-the-loop supervised-learning text-classification artificial-intelligence natural-language-processing
Created 2022-07-04
68 commits to main branch, last one about a month ago
HazyResearch
data-centric-ai HazyResearch
118
1.1k
apache-2.0
68
Resources for Data Centric AI
ai data-centric-ai machine-learning artificial-intelligence
Created 2021-06-11
296 commits to main branch, last one about a year ago
Renumics
spotlight Renumics
83
1.0k
mit
18
Interactively explore unstructured datasets from your dataframe.
audio video images meshes timeseries data-curation hacktoberfest computer-vision data-centric-ai machine-learning unstructured-data data-visualization exploratory-data-analysis
Created 2023-01-29
1,464 commits to main branch, last one 3 days ago
daochenzha
data-centric-AI daochenzha
67
997
unknown
15
A curated, but incomplete, list of data-centric AI resources.
ai data-centric data-quality data-science data-curation data-centric-ai data-engineering machine-learning artificial-intelligence data-centric-machine-learning
Created 2023-03-07
68 commits to main branch, last one about a month ago
cleanlab
cleanvision cleanlab
69
935
agpl-3.0
15
Automatically find issues in image datasets and practice data-centric computer vision.
data-quality data-science deep-learning image-quality data-profiling image-analysis computer-vision data-centric-ai data-validation data-exploration image-generation image-segmentation image-classification exploratory-data-analysis
Created 2022-05-26
335 commits to main branch, last one 2 months ago
Renumics
awesome-open-data-centric-ai Renumics
36
680
cc-by-4.0
18
Curated list of open source tooling for data-centric AI on unstructured data.
nlp data-drift awesome-list noisy-labels data-curation deep-learning bias-detection explainable-ai feature-vector synthetic-data active-learning computer-vision data-centric-ai data-versioning machine-learning outlier-detection data-visualization uncertainty-estimation robust-machine-learning
Created 2023-02-27
34 commits to main branch, last one 6 months ago
dcai-course
dcai-lab dcai-course
140
404
agpl-3.0
13
Lab assignments for Introduction to Data-Centric AI, MIT IAP 2024 👩🏽‍💻
lab course homework data-science deep-learning data-centric-ai machine-learning
Created 2022-12-05
37 commits to master branch, last one 5 months ago
JieyuZ2
wrench JieyuZ2
30
212
apache-2.0
6
[NeurIPS 2021] WRENCH: Weak supeRvision bENCHmark
nlp dataset deep-learning data-centric-ai robust-learning data-programming machine-learning weak-supervision sequence-labeling benchmark-framework weakly-supervised-learning
Created 2021-08-23
173 commits to main branch, last one 3 months ago
yueyu1030
AttrPrompt yueyu1030
9
121
apache-2.0
3
[NeurIPS 2023] This is the code for the paper `Large Language Model as Attributed Training Data Generator: A Tale of Diversity and Bias`.
attributed-text data-centric-ai zero-shot-learning text-classification large-language-models training-data-generation pretrained-language-model natural-language-processing
Created 2023-05-31
26 commits to main branch, last one 7 months ago
dcai-course
dcai-course dcai-course
14
89
other
7
Introduction to Data-Centric AI, MIT IAP 2023 🤖
course data-science deep-learning data-centric-ai machine-learning
Created 2022-12-05
209 commits to master branch, last one 6 days ago
aai-institute
pyDVL aai-institute
9
84
lgpl-3.0
4
pyDVL is a library of stable implementations of algorithms for data valuation and influence function computation
least-core game-theory transferlab data-pruning data-quality banzhaf-index data-cleaning shapley-value data-valuation data-centric-ai machine-learning influence-functions robust-machine-learning
Created 2021-04-02
3,467 commits to develop branch, last one 22 days ago
opendataval
opendataval opendataval
5
74
mit
1
OpenDataVal: a Unified Benchmark for Data Valuation in Python (NeurIPS 2023)
python research statistics game-theory data-cleaning data-valuation data-centric-ai machine-learning
Created 2023-06-07
316 commits to main branch, last one 3 months ago
OFA-Sys
DiverseEvol OFA-Sys
2
61
unknown
4
Self-Evolved Diverse Data Sampling for Efficient Instruction Tuning
nlp efficiency self-improving data-centric-ai instruction-tuning large-language-models
Created 2023-11-14
6 commits to master branch, last one 5 months ago
NextBrain-ai
nbsynthetic NextBrain-ai
10
57
mit
0
nbsynthetic is simple and robust tabular synthetic data generation library for small and medium size datasets
gan synthetic-data data-centric-ai data-augmentation synthetic-dataset-generation generative-adversarial-network
Created 2022-08-29
246 commits to master branch, last one about a year ago
TonyLianLong
UnsupervisedSelectiveLabeling TonyLianLong
5
53
mit
4
[ECCV 2022] Official Implementation for Unsupervised Selective Labeling for More Effective Semi-Supervised Learning
deep-learning computer-vision data-centric-ai machine-learning labeling-algorithm semi-supervised-learning
Created 2022-07-20
11 commits to main branch, last one 10 months ago
astutic
Acharya astutic
3
47
unknown
3
A Data Centric NER annotation tool for your Named Entity Recognition projects
ai ner mlops annota datasets data-centric data-quality data-labeling annotation-tool data-centric-ai text-annotation machine-learning data-labeling-tools text-annotation-tool annotation-processing data-quality-monitoring named-entity-recognition natural-language-processing
Created 2020-09-13
32 commits to main branch, last one about a month ago