A complete MLOps pipeline for predicting red wine quality using machine learning. This project demonstrates end-to-end ML engineering with automated CI/CD, containerization, and cloud deployment.
active 2026-04-26 → 2026-07-02 (UTC)
Activity over time
Daily event counts in the loaded window
Line chart, 68 days from 2026-04-26 to 2026-07-02. Pushes: 62 total, peak 20 in a day. Pull requests: 9 total, peak 2 in a day. Issues: 16 total, peak 3 in a day. Comments: 18 total, peak 6 in a day. Stars: 1 total, peak 1 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 |
|---|---|---|---|---|
| Kallappa2005 | 65 | 60 | 0 | 1 |
| github-actions[bot] | 20 | 2 | 0 | 7 |
| ionfwsrijan | 6 | 0 | 3 | 3 |
| saidai-bhuvanesh | 4 | 0 | 3 | 1 |
| Xenon010101 | 3 | 0 | 1 | 2 |
| itsdakshjain | 2 | 0 | 0 | 1 |
| nyxsky404 | 1 | 0 | 1 | 0 |
| kareena0229 | 1 | 0 | 0 | 1 |
| ScarsAndSource | 1 | 0 | 0 | 1 |
| Siddh2024 | 1 | 0 | 1 | 0 |
| aayushprsingh | 1 | 0 | 0 | 1 |
Recent activity
Latest issues, pull requests and releases
- Pull request#546saidai-bhuvanesh2026-07-02 07:42
- Issue comment#243github-actions[bot]2026-07-02 07:39[FEATURE] - Integrate Data Drift Detection into DVC Pipeline
- Issue comment#175github-actions[bot]2026-07-02 07:39[FEATURE] - Automated Hyperparameter Tuning with Optuna
- Issue comment#174github-actions[bot]2026-07-02 07:39[FEATURE] - Interactive Prediction Explanations using SHAP
- Issue comment#150github-actions[bot]2026-07-02 07:38Mathematically Invalid Per-Class R 2 R 2 Score Calculation
- Issue comment#435github-actions[bot]2026-07-02 07:34[FEATURE] Phase 49: Enterprise AI Digital Twin Platform
- Issue comment#231saidai-bhuvanesh2026-07-02 07:34[FEATURE] Implement Automated Hyperparameter Optimization Sweeps
- Issue comment#481Xenon0101012026-06-26 20:58fix: add model.joblib to DVC tracked outputs (#471)
- Issue comment#271Xenon0101012026-06-26 20:58fix: validate Content-Type on /predict — reject JSON with 400 instead of 500
- Pull request#529Xenon0101012026-06-26 20:37
- Issue#514github-actions[bot]2026-06-26 20:29bug: analytics.py KeyError on groupby column name
- Issue#498github-actions[bot]2026-06-26 18:35[BUG] - train_scaled.csv and test_scaled.csv are written by DataTransformation but never read by any downstream component
- Pull request#459saidai-bhuvanesh2026-06-24 18:43
- Pull request#452saidai-bhuvanesh2026-06-24 18:34
- Issue#397github-actions[bot]2026-06-24 17:02[FEATURE] Enterprise Model Registry Hub
- Issue comment#255kareena02292026-06-24 07:03docs: add SECURITY.md with vulnerability reporting guidelines
- Issue#219github-actions[bot]2026-06-24 03:17[FEATURE] Implement AI-Powered Prediction Assistant
- Issue#231github-actions[bot]2026-06-24 03:16[FEATURE] Implement Automated Hyperparameter Optimization Sweeps
- Issue comment#183Kallappa20052026-06-21 05:17Add input range and boundary validation to /predict endpoint
- Issue#169Kallappa20052026-06-21 05:16Bug: invalid data saved as reference baseline when schema validation fails
- Pull request#307nyxsky4042026-06-20 16:54
- Issue#252github-actions[bot]2026-06-18 18:58[Enhancement] Add GitHub Pull Request Template
- Issue#161github-actions[bot]2026-06-17 07:38[FEATURE] - Add a JSON REST endpoint for predictions (/api/predict)
- Issue comment#151github-actions[bot]2026-06-17 07:26Missing Input Range and Boundary Validation on /predict Endpoint
- Issue comment#150github-actions[bot]2026-06-17 07:26Mathematically Invalid Per-Class R 2 R 2 Score Calculation
Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 1 stars here means stars gained during the window, not the repo's star count.