Introduction
MLWatch is a lightweight machine learning monitoring library built for developers who want to detect drift, track model performance, validate data quality, and receive alerts without complex infrastructure.
Why MLWatch?
Most ML monitoring tools are powerful but often require significant setup and configuration.
MLWatch focuses on:
- Simplicity
- Speed
- Lightweight integrations
- JSON-first outputs
- Local SQLite storage
Features
- Drift Detection
- Performance Monitoring
- Data Quality Checks
- Alerts
- History Tracking
Installation
bash
pip install mlwatch