Fix typo in online learning tutorial

Shuvomoy · Shuvomoy · commit 0e396193d069 · 2025-12-12T16:40:01.000-06:00
diff --git a/tutorials/online_learning/online_gradient_descent.tutorial.ipynb b/tutorials/online_learning/online_gradient_descent.tutorial.ipynb
@@ -454,7 +454,9 @@
    "cell_type": "markdown",
    "source": [
     "If everything went well, both guarantees should match up to numerical precision!\n",
-    "#### References:\n",
+    "##### References.\n",
+    "\n",
+    "Ther references are as follows.\n",
     "\n",
     "[1] E. Hazan (2016).\n",
     "Introduction to online convex optimization.\n",
diff --git a/tutorials/online_learning/online_gradient_descent.tutorial.jl b/tutorials/online_learning/online_gradient_descent.tutorial.jl
@@ -144,7 +144,9 @@ If everything went well, both guarantees should match up to numerical precision!
 
 #=
 
-#### References:
+##### References.
+
+Ther references are as follows.
 
 [1] E. Hazan (2016).
 Introduction to online convex optimization.
diff --git a/tutorials/online_learning/online_gradient_descent.tutorial.md b/tutorials/online_learning/online_gradient_descent.tutorial.md
@@ -130,7 +130,9 @@ Let us now compare both results!
 ````
 
 If everything went well, both guarantees should match up to numerical precision!
-#### References:
+##### References.
+
+Ther references are as follows.
 
 [1] E. Hazan (2016).
 Introduction to online convex optimization.
diff --git a/tutorials/online_learning/online_gradient_descent.tutorial.pdf b/tutorials/online_learning/online_gradient_descent.tutorial.pdf
diff --git a/tutorials/online_learning/online_gradient_descent.tutorial.tex b/tutorials/online_learning/online_gradient_descent.tutorial.tex
@@ -165,7 +165,9 @@
 
 
 If everything went well, both guarantees should match up to numerical precision!
-\subsubsection{References:}
+\paragraph{References.}
+
+Ther references are as follows.
 
 [1] E. Hazan (2016).
 Introduction to online convex optimization.
