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Update links for interpretability bootcamp
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‎catalog/public/data/repositories.json‎

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"implementations": [
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{
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"name": "LIME",
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"url": "https://github.com/VectorInstitute/interpretability/tree/main/reference_implementations/Post-hoc/LIME"
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"url": "https://github.com/VectorInstitute/interpretability/tree/main/implementations/Post-hoc/LIME"
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},
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{
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"name": "SHAP",
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"url": "https://github.com/VectorInstitute/interpretability/tree/main/reference_implementations/Post-hoc/SHAP"
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"url": "https://github.com/VectorInstitute/interpretability/tree/main/implementations/Post-hoc/SHAP"
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},
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{
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"name": "PDP (Partial Dependence Plot)",
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"url": "https://github.com/VectorInstitute/interpretability/tree/main/reference_implementations/Post-hoc/partial_dependence_plots"
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"url": "https://github.com/VectorInstitute/interpretability/tree/main/implementations/Post-hoc/partial_dependence_plots"
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},
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{
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"name": "ALE (Accumulated Local Effects)",
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"url": "https://github.com/VectorInstitute/interpretability/tree/main/reference_implementations/Post-hoc/acc_local_effects"
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"url": "https://github.com/VectorInstitute/interpretability/tree/main/implementations/Post-hoc/acc_local_effects"
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},
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{
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"name": "Integrated Gradients",
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"url": "https://github.com/VectorInstitute/interpretability/tree/main/reference_implementations/Post-hoc/integrated_gradients"
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"url": "https://github.com/VectorInstitute/interpretability/tree/main/implementations/Post-hoc/integrated_gradients"
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},
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{
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"name": "Counterfactual Explanations",
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"url": "https://github.com/VectorInstitute/interpretability/tree/main/reference_implementations/Post-hoc/counterfactual"
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"url": "https://github.com/VectorInstitute/interpretability/tree/main/implementations/Post-hoc/counterfactual"
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},
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{
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"name": "Generalized Additive Model",
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"url": "https://github.com/VectorInstitute/interpretability/tree/main/reference_implementations/Intepretable-models/Tabular/GAM"
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"url": "https://github.com/VectorInstitute/interpretability/tree/main/implementations/Intepretable-models/Tabular/GAM"
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},
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{
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"name": "Neural Additive Model",
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"url": "https://github.com/VectorInstitute/interpretability/tree/main/reference_implementations/Intepretable-models/Tabular/NAM-NodeGAM"
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"url": "https://github.com/VectorInstitute/interpretability/tree/main/implementations/Intepretable-models/Tabular/NAM-NodeGAM"
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},
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{
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"name": "Explainable Boosting Machine",
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"url": "https://github.com/VectorInstitute/interpretability/tree/main/reference_implementations/Intepretable-models/Tabular/EBM"
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"url": "https://github.com/VectorInstitute/interpretability/tree/main/implementations/Intepretable-models/Tabular/EBM"
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}
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],
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"public_datasets": [
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],
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"totalImplementations": 136,
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"yearsOfResearch": 7,
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"lastUpdated": "2025-11-26T21:41:00.884001"
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"lastUpdated": "2025-11-26T21:46:26.137728"
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}

‎repositories/interpretability.yaml‎

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description: "A repository providing reference implementations and resources for the 2025 Bootcamp on Interpretable and Explainable AI, covering both post-hoc explainability methods and interpretable models"
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implementations:
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- name: LIME
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url: https://github.com/VectorInstitute/interpretability/tree/main/reference_implementations/Post-hoc/LIME
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url: https://github.com/VectorInstitute/interpretability/tree/main/implementations/Post-hoc/LIME
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- name: SHAP
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url: https://github.com/VectorInstitute/interpretability/tree/main/reference_implementations/Post-hoc/SHAP
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url: https://github.com/VectorInstitute/interpretability/tree/main/implementations/Post-hoc/SHAP
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- name: PDP (Partial Dependence Plot)
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url: https://github.com/VectorInstitute/interpretability/tree/main/reference_implementations/Post-hoc/partial_dependence_plots
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url: https://github.com/VectorInstitute/interpretability/tree/main/implementations/Post-hoc/partial_dependence_plots
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- name: ALE (Accumulated Local Effects)
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url: https://github.com/VectorInstitute/interpretability/tree/main/reference_implementations/Post-hoc/acc_local_effects
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url: https://github.com/VectorInstitute/interpretability/tree/main/implementations/Post-hoc/acc_local_effects
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- name: Integrated Gradients
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url: https://github.com/VectorInstitute/interpretability/tree/main/reference_implementations/Post-hoc/integrated_gradients
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url: https://github.com/VectorInstitute/interpretability/tree/main/implementations/Post-hoc/integrated_gradients
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- name: Counterfactual Explanations
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url: https://github.com/VectorInstitute/interpretability/tree/main/reference_implementations/Post-hoc/counterfactual
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url: https://github.com/VectorInstitute/interpretability/tree/main/implementations/Post-hoc/counterfactual
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- name: Generalized Additive Model
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url: https://github.com/VectorInstitute/interpretability/tree/main/reference_implementations/Intepretable-models/Tabular/GAM
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url: https://github.com/VectorInstitute/interpretability/tree/main/implementations/Intepretable-models/Tabular/GAM
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- name: Neural Additive Model
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url: https://github.com/VectorInstitute/interpretability/tree/main/reference_implementations/Intepretable-models/Tabular/NAM-NodeGAM
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url: https://github.com/VectorInstitute/interpretability/tree/main/implementations/Intepretable-models/Tabular/NAM-NodeGAM
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- name: Explainable Boosting Machine
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url: https://github.com/VectorInstitute/interpretability/tree/main/reference_implementations/Intepretable-models/Tabular/EBM
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url: https://github.com/VectorInstitute/interpretability/tree/main/implementations/Intepretable-models/Tabular/EBM
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public_datasets:
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- name: Gas turbine dataset
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url: https://archive.ics.uci.edu/dataset/551/gas+turbine+co+and+nox+emission+data+set

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