自动检测数据集中错误数据和标注的框架。该项目基于置信学习（confident learning，CL）算法，实现了自动检测出机器学习数据集中的各种问题，提高数据集质量训练出更好的模型，支持图像、文本、音频类型的数据。
active 2023-08-15 → 2026-09-21 (UTC)
Activity over time
Daily event counts in the loaded window
Line chart, 1134 days from 2023-08-15 to 2026-09-21. Pushes: 550 total, peak 23 in a day. Pull requests: 583 total, peak 17 in a day. Issues: 240 total, peak 14 in a day. Comments: 1,585 total, peak 45 in a day. Stars: 4,542 total, peak 114 in a day.
- Pushes
- Pull requests
- Issues
- Comments
- Stars
Stars, PRs, issues and forks are under-captured in the later part of this window. GH Archive progressively stopped capturing non-push events during 2026 — −95% or worse by the end of the window. Every series here except Pushes fades for that reason, so a decline above reflects the archive, not this repository. Pushes stay reliable throughout, so read them, and the contributor counts derived from them, as the real signal. Data health has the measurements.
Top contributors
Pushes, PRs, issues, reviews and comments — stars and forks excluded, so this is contribution rather than popularity
| Contributor | Contributions | Pushes | PRs | Comments |
|---|---|---|---|---|
| jwmueller | 1.5K | 221 | 102 | 591 |
| elisno | 1.1K | 188 | 285 | 292 |
| ulya-tkch | 194 | 54 | 26 | 62 |
| codecov[bot] | 167 | 0 | 0 | 167 |
| tataganesh | 164 | 0 | 15 | 88 |
| aditya1503 | 102 | 4 | 16 | 41 |
| mturk24 | 95 | 43 | 11 | 24 |
| sanjanag | 85 | 7 | 10 | 26 |
| huiwengoh | 52 | 5 | 9 | 12 |
| gogetron | 40 | 0 | 21 | 12 |
| MaxJoas | 38 | 0 | 1 | 20 |
| Steven-Yiran | 38 | 0 | 3 | 26 |
| smttsp | 37 | 0 | 1 | 20 |
| coding-famer | 36 | 0 | 8 | 19 |
| CLAassistant | 35 | 0 | 0 | 35 |
| 01PrathamS | 35 | 0 | 8 | 21 |
| mglowacki100 | 31 | 0 | 0 | 19 |
| gordon-lim | 30 | 0 | 5 | 13 |
| misteroh | 30 | 17 | 7 | 4 |
| allincowell | 23 | 0 | 8 | 9 |
Recent activity
Latest issues, pull requests and releases
Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 4,542 stars here means stars gained during the window, not the repo's star count.