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learning interpretability and feature selection

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If you are looking for an answer to the question What is Artificial Intelligence? and you only have a minute, then here's the definition the Association for the Advancement of Artificial Intelligence offers on its home page: "the scientific understanding of the mechanisms underlying thought and intelligent behavior and their embodiment in machines."

However, if you are fortunate enough to have more than a minute, then please get ready to embark upon an exciting journey exploring AI (but beware, it could last a lifetime) …

SHAP values: Machine Learning interpretability and feature selection made easy.

#artificialintelligenceJun-27-2022, 02:10:39 GMT

For instance, you can see here that OverallQual is the feature that has the most impact on the model output. High values (colored in red on the graph above) of OverallQual can increase a property's price by 60,000 and low values can decrease a price by 20,000. Interesting to know if you're in real estate, isn't it? But this is not all of what SHAP can do! SHAP can also explain a single prediction.

learning interpretability and feature selection, shap, shap value, (6 more...)

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Technology: Information Technology > Artificial Intelligence > Machine Learning (1.00)

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