From 92249773985a3a1b5e4578b2e5aa34f598a2f79e Mon Sep 17 00:00:00 2001
From: Markus Stoll <markus-stoll@users.noreply.github.com>
Date: Thu, 21 Sep 2023 12:32:29 +0200
Subject: [PATCH 1/3] Update README.md: image-finte-tuneing-from-bing

---
 README.md | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 1a6564d4..89b82a10 100644
--- a/README.md
+++ b/README.md
@@ -58,6 +58,11 @@ Here are some interactive examples on publicly available datasets:
             <td>Explore data slices in the CIFAR-100 image dataset</td>
             <td><a href="https://huggingface.co/spaces/renumics/sliceguard-unstructured-data">🕹️</a></td>
         </tr>
+        <tr>
+            <td rowspan="3">🖼️ Image</td>
+            <td>Fine-tuning image classification models from Bing image search</td>
+            <td><a href="https://renumics.com/next/docs/use-cases/image-fine-tuning">👨‍💻</a> <a href="https://medium.com/@daniel-klitzke/finding-problematic-data-slices-in-unstructured-data-aeec0a3b9a2a">📝</a></td>
+        </tr>
         <tr>
             <td rowspan="3">🔊 Audio</td>
             <td>Find Issues in Any Audio Classification Dataset</td>
@@ -149,4 +154,4 @@ We have added crash report and perfomance collection. We do NOT collect user dat
 
 - 🤗 [Huggingface](https://huggingface.co/renumics) example spaces and datasets 
 - 🏀 [Playbook](https://renumics.com/docs/playbook/) for data-centric AI workflows
-- 🍰 [Sliceguard](https://github.com/Renumics/sliceguard) library for automatic slice detection
\ No newline at end of file
+- 🍰 [Sliceguard](https://github.com/Renumics/sliceguard) library for automatic slice detection

From ad0e71bc9990999325e9b444341775cdf9e67e81 Mon Sep 17 00:00:00 2001
From: Markus Stoll <markus-stoll@users.noreply.github.com>
Date: Thu, 21 Sep 2023 12:33:46 +0200
Subject: [PATCH 2/3] Update README.md

---
 README.md | 1 -
 1 file changed, 1 deletion(-)

diff --git a/README.md b/README.md
index 89b82a10..7e0d8b22 100644
--- a/README.md
+++ b/README.md
@@ -59,7 +59,6 @@ Here are some interactive examples on publicly available datasets:
             <td><a href="https://huggingface.co/spaces/renumics/sliceguard-unstructured-data">🕹️</a></td>
         </tr>
         <tr>
-            <td rowspan="3">🖼️ Image</td>
             <td>Fine-tuning image classification models from Bing image search</td>
             <td><a href="https://renumics.com/next/docs/use-cases/image-fine-tuning">👨‍💻</a> <a href="https://medium.com/@daniel-klitzke/finding-problematic-data-slices-in-unstructured-data-aeec0a3b9a2a">📝</a></td>
         </tr>

From b2fed838b8997aa55a0312aee39ff50087ee7192 Mon Sep 17 00:00:00 2001
From: Markus Stoll <markus-stoll@users.noreply.github.com>
Date: Thu, 21 Sep 2023 12:36:44 +0200
Subject: [PATCH 3/3] Update README.md

---
 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 7e0d8b22..1210c15f 100644
--- a/README.md
+++ b/README.md
@@ -46,7 +46,7 @@ Here are some interactive examples on publicly available datasets:
     </thead>
     <tbody>
         <tr>
-            <td rowspan="3">🖼️ Image</td>
+            <td rowspan="4">🖼️ Image</td>
             <td>Find Issues in Any Image Classification Dataset</td>
             <td><a href="https://www.renumics.com/next/docs/use-cases/image-classification">👨‍💻</a> <a href="https://medium.com/@daniel-klitzke/finding-problematic-data-slices-in-unstructured-data-aeec0a3b9a2a">📝</a></td>
         </tr>
@@ -60,7 +60,7 @@ Here are some interactive examples on publicly available datasets:
         </tr>
         <tr>
             <td>Fine-tuning image classification models from Bing image search</td>
-            <td><a href="https://renumics.com/next/docs/use-cases/image-fine-tuning">👨‍💻</a> <a href="https://medium.com/@daniel-klitzke/finding-problematic-data-slices-in-unstructured-data-aeec0a3b9a2a">📝</a></td>
+            <td><a href="https://renumics.com/next/docs/use-cases/image-fine-tuning">👨‍💻</a><a href="https://medium.com/@markus.stoll/image-classification-in-2023-8ab7dc552115">📝</a></td>
         </tr>
         <tr>
             <td rowspan="3">🔊 Audio</td>