feat(governance): add SHAP explainability for segmentation predictions#29
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- Add governance module with SHAPExplainer class - Implement band-level and spatial attribution using DeepExplainer - Add /api/explain endpoint for SHAP-based explanations - Create 06_explainability.ipynb with visualization examples - Add shap>=0.42.0 to requirements.txt Closes #22 Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
This was referenced May 4, 2026
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Summary
src/climatevision/governance/module with SHAP-based explainabilitySHAPExplainerclass using DeepExplainer with gradient fallback/api/explainand/api/explain/{run_id}API endpointsnotebooks/06_explainability.ipynbwith visualization examplesshap>=0.42.0to requirements.txtKey Features
Test plan
python -c "from climatevision.governance import SHAPExplainer; print('OK')"POST /api/explainendpointnotebooks/06_explainability.ipynbcellsoutputs/explanations/Closes #22
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