Top AI Repos — open-source AI, indexed and scored
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Curated list of open source tooling for data-centric AI on unstructured data.
| Date | Stars |
|---|---|
| 2026-07-24 | 735 |
| 2026-07-25 | 735 |
| 2026-07-28 | 736 |
| 2026-07-30 | 736 |
| 2026-08-06 | 736 |
Today
— stars today
This week
— stars this week
This month
— stars this month
Momentum
0.0
growth rate 0.00%/day
<h1 align="center">Awesome open data-centric AI</h1> <p align="center">Open source tooling for data-centric AI on unstructured data</p> <p align="center"> <img src="https://camo.githubusercontent.com/64f8905651212a80869afbecbf0a9c52a5d1e70beab750dea40a994fa9a9f3c6/68747470733a2f2f617765736f6d652e72652f62616467652e737667" alt="Awesome" data-canonical-src="https://awesome.re/badge.svg" style="max-width: 100%;"> </p> <p align="center"><a href="https://github.com/Renumics/awesome-open-data-centric-ai"><img src="static/img/dcai_landscape_s.png" width="100%"/></a></p> **Data-centric AI (DCAI)** is a development paradigm for ML-based solutions. The term was coined by Andrew Ng who gave the following definition: > Data-centric AI is the practice of systematically engineering the data used to build AI systems. At [Renumics](https://renumics.com), we believe DCAI is an important puzzle piece for building real-world AI systems that generate value. We like the following definition: > Data-centric AI means to improve training datasets systematically and iteratively by leveraging information from trained ML models. **Tools that can be efficiently used in day-to-day applications** are the most important ingredient for the DCAI paradigm. This curated link collection is intended to help you discover useful open source tools for your data-centric AI workflows. ## 🔎 Scope We include useful tools that have an **open-source license** and are **actively maintained** in this collection. All tools mentioned are useful for building DCAI workflows on **unstructured data** (e.g. images, audio, video, time-series, text). We also collect **workflow snippets** into a **data-centric AI playbook** that show how typical tasks can be solved with open source tooling. In order to keep a useful focus and to prevent duplicate work, we exclude some topics from this list such as tooling for tabular data, dedicated labeling tools, MLOps tooling as well as research papers. Please check out the [further reading](#further-reading) section to find awesome lists for these topics. ## :open_hands: Contributing Do you think something is missing? Please help contribute to this list by contacting us or adding a pull request. # 🧰 Tooling ## 📒 Categories - [Data versioning](#data-versioning) - [Embeddings and pre-trained models](#embeddings-and-pre-trained-models) - [Visualization and interaction](#visualization-and-interaction) - [Outlier and noise detection](#outlier-and-noise-detection) - [Explainability](#explainability) - [Active learning](#active-learning) - [Uncertainty quantification](#uncertainty-quantification) - [Bias and fairness](#bias-and-fairness) - [Observability and monitoring](#observability-and-monitoring) - [Augmentation and synthetic data](#augmentation-and-synthetic-data) - [Security and robustness](#security-and-robustness) ## Data versioning | Logo | Name | Description | Popularity | License | | ------- | ---- | ----------- | ---------- | -------- | | <img src="https://camo.githubusercontent.com/7a3bb42ff937bf609d1ce4b4626357cd7b9f0208a46c531b7df8d8636d1aa895/68747470733a2f2f7374617469632e6974657261746976652e61692f6c6f676f2f6476632e737667" width="100"/> | [Data version control (DVC)](https://github.com/iterative/dvc) | Data Version Control or DVC is a command line tool and VS Code Extension to help you develop reproducible machine learning projects. |  | <a href="https://github.com/iterative/dvc/blob/main/LICENSE"><img src="https://img.shields.io/github/license/iterative/dvc" height="15"/></a> | | <a href="https://github.com/activeloopai/deeplake"><img src="https://camo.githubusercontent.com/d0c805affb06f5ea9ba767de06b77a04de54a7ef433fad08b2729d5e6b11112c/68747470733a2f2f692e706f7374696d672e63632f72736a63576333532f646565706c616b652d6c6f676f2e706e67" width="100"/></a> | [deeplake](https://github.com/activeloopai/deeplake) | Data Lake for Deep Learn
Excerpt of 34,234 characters
Read on GitHub
22
2
Xander Song · United States
1
1
1
1
Would you bet a product on this? Bounded 0–100 and slow moving.
matched fp:03b300471df2bd1e, topic:awesome-list, desc:curated list
matched fp:03b300471df2bd1e, topic:synthetic-data, readme:synthetic data
matched fp:03b300471df2bd1e, topic:deep-learning
matched fp:03b300471df2bd1e, topic:computer-vision