From 6fe5794339f9a622ed45fad4d4ff6e1b42ea190d Mon Sep 17 00:00:00 2001
From: EmC <chelicchio@gmail.com>
Date: Fri, 16 Aug 2024 13:44:35 +0200
Subject: [PATCH] Update portfolio-11.md

---
 _portfolio/portfolio-11.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_portfolio/portfolio-11.md b/_portfolio/portfolio-11.md
index c0931c6..cac74fb 100644
--- a/_portfolio/portfolio-11.md
+++ b/_portfolio/portfolio-11.md
@@ -10,4 +10,4 @@ permalink: /projects/why_anomalous/
 <span style="color:rgba(82,173,200,255)">**Objective**</span>\
 *Outlier detection analysis project to identify anomalous consumer behavior based on their spending patterns. The chosen approach is powered by an unsupervised K-Nearest Neighbors (KNN) model with a soft-min distance metric, ensuring accurate detection of outliers. The model offers robust explainability through feature-based explanations, providing insights into the factors driving these anomalies.*\
 <span style="color:rgba(82,173,200,255)"> **Links** </span>
-[<img src="/images/GitHub.png" alt="GitHub" width="37.5" height="12.5" />](https://github.com/emadchelhi/Why-anomalous) [<img src="/images/report_icone.png" alt="Report" width="37.5" height="12.5" />](https://drive.google.com/file/d/1z8tgu2ueH8BaefzG8rIVMLrWKPW4sHe4/view?usp=sharing) [<img src="/images/deploy_logo.png)" alt="Deployment" width="37.5" height="12.5" />](https://why-anomalous.streamlit.app/)
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+[<img src="/images/GitHub.png" alt="GitHub" width="37.5" height="12.5" />](https://github.com/emadchelhi/Why-anomalous) [<img src="/images/report_icone.png" alt="Report" width="37.5" height="12.5" />](https://drive.google.com/file/d/1z8tgu2ueH8BaefzG8rIVMLrWKPW4sHe4/view?usp=sharing) [<img src="/images/deploy_logo.png" alt="Deployment" width="37.5" height="12.5" />](https://why-anomalous.streamlit.app/)
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