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v0.1.1

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@xRiskLab xRiskLab released this 11 Jun 14:02
· 101 commits to main since this release

πŸš€ Release v0.1.1

✨ New Features

  • WeightOfEvidence Interpretability Module - Complete explanation framework for FastWoe classifiers
  • Auto-Inference Capabilities - Automatically detect feature names, class names, and training data
  • Confidence Intervals - Uncertainty quantification for WOE scores and predictions
  • Enhanced API - Dual usage patterns with explain(sample) and explain(dataset, index)

πŸ“Š Technical Improvements

  • 95 comprehensive tests with 92% code coverage
  • Enhanced FastWoe core with confidence interval support
  • Comprehensive documentation and working examples
  • Cross-compatibility testing

πŸ“¦ Changes

  • 14 files changed: 4,109 insertions, 380 deletions
  • 3 new major files: interpretability module, tests, and examples
  • Updated dependencies and build configuration