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The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
Created
2018-05-11
1,743 commits to master branch, last one 28 days ago
Refine high-quality datasets and visual AI models
Created
2020-04-22
21,897 commits to develop branch, last one a day ago
A Doctor for your data
Created
2023-05-02
32 commits to master branch, last one 10 months ago
The data scientist's open-source choice to scale, assess and maintain natural language data. Treat training data like a software artifact.
Created
2022-07-04
69 commits to main branch, last one 5 months ago
Interactively explore unstructured datasets from your dataframe.
Created
2023-01-29
1,521 commits to main branch, last one 7 days ago
Resources for Data Centric AI
Created
2021-06-11
296 commits to main branch, last one about a year ago
A curated, but incomplete, list of data-centric AI resources.
Created
2023-03-07
69 commits to main branch, last one 4 months ago
Automatically find issues in image datasets and practice data-centric computer vision.
Created
2022-05-26
335 commits to main branch, last one 8 months ago
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
documentation-only
uncertainty-estimation
robust-machine-learning
Created
2023-02-27
34 commits to main branch, last one about a year ago
Lab assignments for Introduction to Data-Centric AI, MIT IAP 2024 👩🏽💻
Created
2022-12-05
37 commits to master branch, last one 10 months ago
[NeurIPS 2021] WRENCH: Weak supeRvision bENCHmark
Created
2021-08-23
173 commits to main branch, last one 9 months ago
Offical Repo for "Programming Every Example: Lifting Pre-training Data Quality Like Experts at Scale"
Created
2024-09-09
8 commits to main branch, last one about a month ago
[NeurIPS 2023] This is the code for the paper `Large Language Model as Attributed Training Data Generator: A Tale of Diversity and Bias`.
Created
2023-05-31
26 commits to main branch, last one about a year ago
pyDVL is a library of stable implementations of algorithms for data valuation and influence function computation
Created
2021-04-02
3,956 commits to develop branch, last one 2 months ago
Introduction to Data-Centric AI, MIT IAP 2023 🤖
Created
2022-12-05
211 commits to master branch, last one about a month ago
OpenDataVal: a Unified Benchmark for Data Valuation in Python (NeurIPS 2023)
Created
2023-06-07
328 commits to main branch, last one 5 months ago
Self-Evolved Diverse Data Sampling for Efficient Instruction Tuning
Created
2023-11-14
6 commits to master branch, last one 11 months ago
nbsynthetic is simple and robust tabular synthetic data generation library for small and medium size datasets
Created
2022-08-29
246 commits to master branch, last one about a year ago
[ECCV 2022] Official Implementation for Unsupervised Selective Labeling for More Effective Semi-Supervised Learning
Created
2022-07-20
11 commits to main branch, last one about a year ago
A Data Centric NER annotation tool for your Named Entity Recognition projects
Created
2020-09-13
32 commits to main branch, last one 7 months ago
trending projects & awesome papers about data-centric llm studies.
Created
2024-06-19
21 commits to main branch, last one 13 days ago