SHAP Violin and Heatmap Plots | Interpretations and New Insights

Описание

The latest version of the SHAP Python package has gifted us with new plots - the violin and heatmap. We explore how to interpret these plots and what new insights into our machine-learning models they bring. Join me as we discuss this new addition to the explainable AI (XAI) ecosystem.

? Free Course ?
SHAP course: https://adataodyssey.com/courses/shap-with-python/
Coupon code: SHAP2022

? Companion Article (no-paywall link): ?
https://towardsdatascience.com/new-shap-plots-violin-and-heatmap-20f647313b64?sk=ceb2103af0ce36890eb916224c976915

? Previous tutorial and other useful articles: ?
Intro to SHAP: https://towardsdatascience.com/introduction-to-shap-with-python-d27edc23c454?sk=01c06f166e742e2084d581e40bf0b96e
Maths behind Shapley Values: https://towardsdatascience.com/from-shapley-to-shap-understanding-the-math-e7155414213b?sk=329a1f042a0167162487f7bb3f0ffd46
Limitations of SHAP: https://towardsdatascience.com/the-limitations-of-shap-703f34061d86?sk=cfba01d7efcf8c87d2e5c30d281fbbc6

? Get in touch ?
Medium: https://conorosullyds.medium.com/
Twitter: https://twitter.com/conorosullyDS
Mastodon: https://sigmoid.social/@conorosully
Website: https://adataodyssey.com/