A walk with fastai2 - Tabular - Lesson 3, SHAP, Class Confusion, and Tips for Doing Research

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The third lesson in Tabular

Topics Covered:
SHAP, fastshap, Class Confusion, Tips When Performing Research

Timestamps: (thank you @tyoc213!)
0:00 - Preparation
6:06 - SHAP, fastshap
10:34 - SHAP notebook, decision plot
13:40 - SHAP notebook, dependency plot
15:25 - SHAP notebook, force plot
16:46 - SHAP notebook, summary plot
17:43 - SHAP notebook, waterfall plot
18:50 - SHAP notebook, comments
20:20 - Blank
20:48 - Class Confusion notebook
29:40 - Doing research notebook
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Brilliant, thank you, after Jeremy lectures clarifies further :)

salivona
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Is SHAP fastai2 multi-class supported yet? You mentioned it isn't in the video. Thank you! Loved the whole series!

mwd
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is fastshap still maintained? I tried using it today (exp = ShapInterpretation(learn, df.iloc[:100]), like in the video) and got error " 'TabularLearner' object has no attribute 'data' "

ramintaurbonaviciute