Advanced analytics capabilities and ML integration #69
Description
Priority: Phase 3 - Advanced Features
Roadmap Phase: v1.3.0
Description
Enhance DataBeak with machine learning integration and advanced statistical analysis.
Tasks
- Machine learning integration (scikit-learn)
- Enhanced statistical analysis capabilities
- Advanced data profiling and quality assessment
- Anomaly detection algorithm improvements
Context
Add advanced capabilities that differentiate DataBeak in the market for data analysis and insights.
Implementation Notes
- Integrate scikit-learn for ML capabilities
- Enhance existing statistical analysis with advanced algorithms
- Build on current anomaly detection in discovery_server.py
- Add data quality assessment tools
Success Criteria
- Basic ML model training and prediction capabilities
- Advanced statistical analysis beyond basic descriptive statistics
- Improved anomaly detection with multiple algorithms
- Comprehensive data quality assessment framework