correct the description of deep-dive sections

slds-lmu · Oct 30, 2023 · 6f98fed · 6f98fed
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diff --git a/content/chapters/11_advriskmin/11-10-classification-deep-dive.md b/content/chapters/11_advriskmin/11-10-classification-deep-dive.md
@@ -2,7 +2,7 @@
 title: "Chapter 11.10: Optimal constant model for the empirical log loss risk"
 weight: 11010
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-In this segment, we explore the derivation of the optimal constant model concerning the empirical log loss risk. This section is presented as an **optional** deep-dive, catering to students who are keen on delving into more detailed derivations. Please note that there are no videos accompanying this section.
+In this segment, we explore the derivation of the optimal constant model concerning the empirical log loss risk. This section is presented as a **deep-dive**. Please note that there are no videos accompanying this section.
 
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diff --git a/content/chapters/11_advriskmin/11-15-bias-variance-deep-dive.md b/content/chapters/11_advriskmin/11-15-bias-variance-deep-dive.md
@@ -2,7 +2,7 @@
 title: "Chapter 11.15: Bias Variance Decomposition: Deep Dive"
 weight: 11015
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-In this segment, we discuss details of the decomposition of the generalization error of a learner. This section is presented as an **optional** deep-dive, catering to students who are keen on delving into more detailed derivations. Please note that there are no videos accompanying this section.
+In this segment, we discuss details of the decomposition of the generalization error of a learner. This section is presented as a **deep-dive**. Please note that there are no videos accompanying this section.
 
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