diff --git a/doc/LectureNotes/_build/.doctrees/chapter1.doctree b/doc/LectureNotes/_build/.doctrees/chapter1.doctree
index 1070ae6e2..79f39ca43 100644
Binary files a/doc/LectureNotes/_build/.doctrees/chapter1.doctree and b/doc/LectureNotes/_build/.doctrees/chapter1.doctree differ
diff --git a/doc/LectureNotes/_build/.doctrees/chapter10.doctree b/doc/LectureNotes/_build/.doctrees/chapter10.doctree
index 5ae5d9529..51ed9de1d 100644
Binary files a/doc/LectureNotes/_build/.doctrees/chapter10.doctree and b/doc/LectureNotes/_build/.doctrees/chapter10.doctree differ
diff --git a/doc/LectureNotes/_build/jupyter_execute/chapter1.ipynb b/doc/LectureNotes/_build/jupyter_execute/chapter1.ipynb
index 4b21a7d78..5cc01ac6b 100644
--- a/doc/LectureNotes/_build/jupyter_execute/chapter1.ipynb
+++ b/doc/LectureNotes/_build/jupyter_execute/chapter1.ipynb
@@ -441,8 +441,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[ 0.11326843  1.70742862 -0.9607646   0.92342746 -0.89435001 -1.23982628\n",
-      " -0.44141207  0.2720779  -0.57697981 -0.24974585]\n"
+      "[ 0.93335357 -1.39959184  0.49879283  0.86425016  0.73260395 -0.58027265\n",
+      " -0.11924306 -0.40279866  0.63314635  0.01601298]\n"
      ]
     }
    ],
diff --git a/doc/LectureNotes/_build/jupyter_execute/chapter10.ipynb b/doc/LectureNotes/_build/jupyter_execute/chapter10.ipynb
index bd579b430..85d81c6c5 100644
--- a/doc/LectureNotes/_build/jupyter_execute/chapter10.ipynb
+++ b/doc/LectureNotes/_build/jupyter_execute/chapter10.ipynb
@@ -2396,15 +2396,15 @@
       "Learning rate  =  10.0\n",
       "Lambda =  0.001\n",
       "Accuracy score on test set:  0.08888888888888889\n",
-      "\n",
-      "Learning rate  =  10.0\n",
-      "Lambda =  0.01\n"
+      "\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "Learning rate  =  10.0\n",
+      "Lambda =  0.01\n",
       "Accuracy score on test set:  0.08888888888888889\n",
       "\n",
       "Learning rate  =  10.0\n",