How It Works

• Metadata extraction
  • Naming conventions
  • Feature type detection
• Data Reconstruction with PCA
  • Limitations of Univariate Drift Detection
  • Data Reconstruction with PCA
  • Understanding Reconstruction Error with PCA
• Confidence-based Performance Estimation (CBPE)
  • CBPE algorithm
  • Assumptions and Limitations
  • Appendix: Probability calibration
• Chunking data
  • Chunking considerations
  • Minimum chunk size