SHAP Plot interpreted and Explained. How to Plot SHAP Tree Explainer Using Python.

Publicado el: 22 noviembre 2022
en el canal de: TechEngineerSchool

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This video explains SHAP Plots and Shows you how to interpret SHAP Plots. How to plot and use SHAP Tree Explainer. Discusses different SHAP Methods. Obtain SHAP Values and it's meaning. SHAP Summary and Decision plot and other types of SHAP Plots.

0:00 - Introduction and What we are going to cover today.
0:35 - SHAP Tree Explainer documentation
1:11 - What models we will be using in today's video
2:01 - What is SHAP Tree Explainer
3:03 - How to use SHAP Tree Explainer
7:03 - How to use different SHAP methods
8:13 - How to obtain SHAP Values. And what is a SHAP Value?
12:15 - SHAP Plots
12:59 - How to use and visualize using SHAP decision plot
16:23 - Other Videos I have on SHAP Values and Plots
17:38 - How to get access to the notebook used in today's video

Other SHAP Plots related videos.

Force_Plot - Shown in this video:    • How to use Shapley Additive Explanations f...   --Video Title: How to use Shapley Additive Explanations for Black Box Machine Learning Algorithms

Partial Dependence Plot (Single Feature) - Shown in this video:    • How to Build Shap Single Feature Partial D...   --Video Title: How to Build Shap Single Feature Partial Dependence Plot (PDP Plot)

Partial Dependence Plot (Two Features) - Shown in this video:   • How to Build Shap Two Feature Partial Depe...   --Video Title: How to Build Shap Two Feature Partial Dependance Plot (PDP Plot)

Partial Dependence Plot (3D Graph) - Shown in this video:    • How to Build 3D Shap Two Feature Partial D...   --Video Title: How to Build 3D Shap Two Feature Partial Dependence Plot (PDP Plot)

Can get all these videos in this playlist -    • Explain Machine Learning Algorithms

Documentations Shown in the video.

SHAP tree explainer - documentation - https://shap-lrjball.readthedocs.io/e...

SHAP Plots - Documentation -- https://shap-lrjball.readthedocs.io/e...

Summary plot - doc - https://shap-lrjball.readthedocs.io/e...

decision plot - docs - https://shap-lrjball.readthedocs.io/e...

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