<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>SHAP on StackSimplify | DevOps &amp; Cloud Education by Kalyan Reddy</title><link>https://stacksimplify.com/tags/shap/</link><description>Recent content in SHAP on StackSimplify | DevOps &amp; Cloud Education by Kalyan Reddy</description><generator>Hugo -- gohugo.io</generator><language>en-us</language><lastBuildDate>Tue, 14 Apr 2026 00:00:00 +0000</lastBuildDate><atom:link href="https://stacksimplify.com/tags/shap/index.xml" rel="self" type="application/rss+xml"/><item><title>SHAP Explainability: Why Your ML Model Flagged That Transaction</title><link>https://stacksimplify.com/blog/shap-explainability-ml/</link><pubDate>Tue, 14 Apr 2026 00:00:00 +0000</pubDate><guid>https://stacksimplify.com/blog/shap-explainability-ml/</guid><description>Your ML model flagged a customer&amp;rsquo;s transaction. They call support and ask: &amp;ldquo;Why?&amp;rdquo;
If you can&amp;rsquo;t answer, you might be breaking the law.
GDPR Article 22 gives users the right to an explanation for automated decisions. Financial regulators require it. Healthcare demands it.
The Explanation Instead of just HIGH RISK: 0.85, you get:
Feature SHAP Value Impact Amount 5x higher than average +0.32 Increases risk International from unusual country +0.21 Increases risk Transaction at 3 AM local time +0.</description></item></channel></rss>