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Dec 05, 2018 · This blog post provides a brief technical introduction to the SHAP and LIME Python libraries, followed by code and output to highlight a few pros and cons of each. If interested in a visual walk-through of this post, consider attending the webinar. Introduction Model explainability is a priority in today’s data science community. As data […] Don't just take my word for it, the chart below shows the rapid growth of Google searches for xgboost (the most popular gradient boosting R package). From data science competitions to machine learning solutions for business, gradient boosting has produced best-in-class results.