updating jupyter-book

doc/LectureNotes/_build/jupyter_execute/Clustering.ipynb

@@ -475,7 +475,7 @@
      "output_type": "stream",
      "text": [
       "Converged at iteration 5\n",
-      "Runtime: 0.4831998348236084 seconds\n"
+      "Runtime: 0.4884450435638428 seconds\n"
      ]
     }
    ],
@@ -604,7 +604,7 @@
      "output_type": "stream",
      "text": [
       "Converged at iteration: 5\n",
-      "Runtime: 0.42905116081237793 seconds\n"
+      "Runtime: 0.44310808181762695 seconds\n"
      ]
     }
    ],
@@ -745,7 +745,7 @@
      "output_type": "stream",
      "text": [
       "Converged at iteration: 11\n",
-      "Runtime: 0.8538670539855957 seconds\n",
+      "Runtime: 0.8929829597473145 seconds\n",
       " "
      ]
     }
@@ -877,7 +877,7 @@
      "output_type": "stream",
      "text": [
       "Converged at iteration: 5\n",
-      "Runtime: 0.004904031753540039 seconds\n"
+      "Runtime: 0.0037839412689208984 seconds\n"
      ]
     }
    ],

doc/LectureNotes/_build/jupyter_execute/chapter10.ipynb

@@ -2336,15 +2336,15 @@
       "Learning rate  =  1.0\n",
       "Lambda =  1e-05\n",
       "Accuracy score on test set:  0.09166666666666666\n",
-      "\n",
-      "Learning rate  =  1.0\n",
-      "Lambda =  0.0001\n"
+      "\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "Learning rate  =  1.0\n",
+      "Lambda =  0.0001\n",
       "Accuracy score on test set:  0.11944444444444445\n",
       "\n",
       "Learning rate  =  1.0\n",
@@ -2378,6 +2378,10 @@
       "Learning rate  =  1.0\n",
       "Lambda =  10.0\n",
       "Accuracy score on test set:  0.05\n",
+      "\n",
+      "Learning rate  =  10.0\n",
+      "Lambda =  1e-05\n",
+      "Accuracy score on test set:  0.08888888888888889\n",
       "\n"
      ]
     },
@@ -2385,10 +2389,6 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Learning rate  =  10.0\n",
-      "Lambda =  1e-05\n",
-      "Accuracy score on test set:  0.08888888888888889\n",
-      "\n",
       "Learning rate  =  10.0\n",
       "Lambda =  0.0001\n",
       "Accuracy score on test set:  0.08611111111111111\n",
@@ -2398,13 +2398,7 @@
       "Accuracy score on test set:  0.08888888888888889\n",
       "\n",
       "Learning rate  =  10.0\n",
-      "Lambda =  0.01\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
+      "Lambda =  0.01\n",
       "Accuracy score on test set:  0.08888888888888889\n",
       "\n",
       "Learning rate  =  10.0\n",