# Enhancing Feature Engineering with SHAP Values

**URL:** <https://forum.knime.com/t/enhancing-feature-engineering-with-shap-values/70437>\
**Category:** Knowledge sharing\
**Tags:** machine-learning, knime-ap\
**Created:** [July 10, 2023, 7:01am UTC](https://forum.knime.com/t/enhancing-feature-engineering-with-shap-values/70437 "2023-07-10T07:01:31Z")\
**Posts on this page:** 3\
**Page:** 1

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**Author:** ![roberto\_cadili](https://forum-cdn.knime.com/user_avatar/forum.knime.com/roberto_cadili/32/62735_2.png) [@roberto\_cadili](https://forum.knime.com/u/roberto_cadili)\
**Post date:** [July 10, 2023, 7:01am UTC](https://forum.knime.com/t/enhancing-feature-engineering-with-shap-values/70437/1 "2023-07-10T07:01:31Z")

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[#SHAP](https://twitter.com/hashtag/SHAP?src=hashtag_click) [#values](https://twitter.com/hashtag/values?src=hashtag_click) provide us with an understanding of the impact each feature has on the model’s predictions. Read how @nilotpalc computes SHAP values with [#KNIME](https://twitter.com/hashtag/KNIME?src=hashtag_click), relying on the [#AutoML](https://twitter.com/hashtag/AutoML?src=hashtag_click) component, the [#SHAP](https://twitter.com/hashtag/SHAP?src=hashtag_click) loops and the [#Dependence](https://twitter.com/hashtag/Dependence?src=hashtag_click) [#Plot](https://twitter.com/hashtag/Plot?src=hashtag_click) to visualize results. Enjoy the data story!

> **[Enhancing Feature Engineering with SHAP Values: A Case Study Using KNIME](https://medium.com/low-code-for-advanced-data-science/enhancing-feature-engineering-with-shap-values-a-case-study-using-knime-cd0dbbf07256)**
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> A low code approach powered by visual programming

PS: 📅 **#HELPLINE**. Want to discuss your article? Need help structuring your story? Make a date with the editors of Low Code for Data Science via Calendly → [Calendly - Blog Writer](https://calendly.com/low-code-blog-writers/30min)

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**Author:** ![elisrich](https://forum-cdn.knime.com/user_avatar/forum.knime.com/elisrich/32/43628_2.png) [@elisrich](https://forum.knime.com/u/elisrich)\
**Post date:** [July 12, 2023, 8:45am UTC](https://forum.knime.com/t/enhancing-feature-engineering-with-shap-values/70437/2 "2023-07-12T08:45:25Z")

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This contributes so much to the explainability of machine learning models!

If you want to learn more techniques like SHAP, make sure to have a look at the XAI booklet available at KNIME Press!  
Download here: [eXplainable AI: Interpreting Machine Learning with XAI | KNIME](https://www.knime.com/knimepress/explainable-ai)

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**Author:** ![system](https://forum-cdn.knime.com/uploads/default/original/1X/ab3ccf34482a0329361734a18199390177204f15.png) [@system](https://forum.knime.com/u/system)\
**Post date:** [October 10, 2023, 8:46am UTC](https://forum.knime.com/t/enhancing-feature-engineering-with-shap-values/70437/3 "2023-10-10T08:46:01Z")

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