LIME — Roadmap Step & Resources
Explaining individual predictions by locally approximating the model with a simpler one
- Level: advanced
- Estimated time: 1 days
- Roadmap: Machine Learning
Before this step
Interview questions
- SHAP vs LIME — what are the practical trade-offs between them?
Study resources
- LIME Documentation (Article) — The official LIME documentation for local, model-agnostic interpretability.
- LIME Explained (Video) — A practical explanation of how LIME approximates a model locally to explain predictions.
Part of
- Model Interpretability & Explainability — section
- Machine Learning roadmap — the full learning path