Advanced analytics capabilities and ML integration

[jonpspri]

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