feat: Add interpret library and explanation example - #24
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This commit integrates the `interpret` library into the project. The `run_analysis.sh` script is updated to install `interpret` and its dependency `lime`. A new example script, `run_explanation_interpret.py`, is added to demonstrate how to use `interpret`'s LIME explainer on a model trained with the project's data pipeline. This provides a starting point for model explainability work.
Adds a specific rule to `.gitignore` for `/conditional_lockup_contract/Cargo.lock` to ensure it is explicitly ignored.
mikeystever
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Aug 25, 2025
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remove the cargo lock also a printout interpretation of what the graphs mean and how they are to be understood and why thats relevant and connected with the rest of the app
Adds a detailed printout to the `run_explanation_interpret.py` script to explain the LIME visualization to the user. This addresses the main feedback from the review on PR #24.
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This PR introduces the
interpretlibrary to the project to enable model explainability.It includes two main changes:
Dependency Installation:
run_analysis.shscript has been updated topip installtheinterpretlibrary and its necessary dependency,lime.Example Script:
data_and_python/run_explanation_interpret.py, has been added.interpret's LIME explainer to generate and visualize local explanations for model predictions.This provides a foundation for further model interpretation and debugging tasks.