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diff --git a/404.html b/404.html
diff --git a/general_advice/after/after.html b/general_advice/after/after.html
diff --git a/general_advice/before/domains.html b/general_advice/before/domains.html
diff --git a/general_advice/before/features.html b/general_advice/before/features.html
diff --git a/general_advice/before/inputs.html b/general_advice/before/inputs.html
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diff --git a/general_advice/before/model.html b/general_advice/before/model.html
diff --git a/general_advice/during/opt.html b/general_advice/during/opt.html
diff --git a/general_advice/during/overfitting.html b/general_advice/during/overfitting.html
diff --git a/general_advice/during/xvalidation.html b/general_advice/during/xvalidation.html
diff --git a/general_advice/intro.html b/general_advice/intro.html
diff --git a/images/BDTscores_EXO19020.png b/images/BDTscores_EXO19020.png
diff --git a/images/DisCoPresentation_MLForum.png b/images/DisCoPresentation_MLForum.png
diff --git a/images/ML_Forum_talk_May8_2019.png b/images/ML_Forum_talk_May8_2019.png
diff --git a/images/doublediscoNN.png b/images/doublediscoNN.png
diff --git a/images/hig21002_bdtscores.png b/images/hig21002_bdtscores.png
diff --git a/index.html b/index.html
diff --git a/inference/checklist.html b/inference/checklist.html
diff --git a/inference/conifer.html b/inference/conifer.html
diff --git a/inference/hls4ml.html b/inference/hls4ml.html
diff --git a/inference/onnx.html b/inference/onnx.html
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diff --git a/resources/cloud_resources/index.html b/resources/cloud_resources/index.html
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diff --git a/resources/gpu_resources/cms_resources/lxplus_gpu.html b/resources/gpu_resources/cms_resources/lxplus_gpu.html
diff --git a/resources/gpu_resources/cms_resources/lxplus_htcondor.html b/resources/gpu_resources/cms_resources/lxplus_htcondor.html
diff --git a/resources/gpu_resources/cms_resources/ml_cern_ch.html b/resources/gpu_resources/cms_resources/ml_cern_ch.html
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diff --git a/resources/gpu_resources/cms_resources/notebooks/toptagging_mlp.html b/resources/gpu_resources/cms_resources/notebooks/toptagging_mlp.html
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diff --git a/search/search_index.json b/search/search_index.json
diff --git a/sitemap.xml b/sitemap.xml
@@ -210,6 +210,11 @@
          <lastmod>2023-12-05</lastmod>
          <changefreq>daily</changefreq>
     </url>
+    <url>
+         <loc>https://cms-ml.github.io/documentation/training/Decorrelation.html</loc>
+         <lastmod>2023-12-05</lastmod>
+         <changefreq>daily</changefreq>
+    </url>
     <url>
          <loc>https://cms-ml.github.io/documentation/training/MLaaS4HEP.html</loc>
          <lastmod>2023-12-05</lastmod>

diff --git a/software_envs/containers.html b/software_envs/containers.html
diff --git a/software_envs/lcg_environments.html b/software_envs/lcg_environments.html
diff --git a/training/Decorrelation.html b/training/Decorrelation.html
diff --git a/training/MLaaS4HEP.html b/training/MLaaS4HEP.html
diff --git a/training/autoencoders.html b/training/autoencoders.html