update chapter 12

doc/LectureNotes/_build/jupyter_execute/chapter1.ipynb

@@ -441,9 +441,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[ 1.59542395e+00 -1.76635856e-01  6.09517402e-01  7.37482326e-01\n",
-      "  1.23310910e+00  8.39779531e-04 -1.09487746e+00  8.32655571e-01\n",
-      " -8.22808167e-01  9.71128130e-01]\n"
+      "[ 0.11326843  1.70742862 -0.9607646   0.92342746 -0.89435001 -1.23982628\n",
+      " -0.44141207  0.2720779  -0.57697981 -0.24974585]\n"
      ]
     }
    ],

doc/LectureNotes/_build/jupyter_execute/chapter10.ipynb

@@ -2322,52 +2322,48 @@
       "Learning rate  =  0.1\n",
       "Lambda =  1.0\n",
       "Accuracy score on test set:  0.9055555555555556\n",
-      "\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "Learning rate  =  0.1\n",
       "Lambda =  10.0\n",
       "Accuracy score on test set:  0.8666666666666667\n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
+      "\n",
       "Learning rate  =  1.0\n",
       "Lambda =  1e-05\n",
       "Accuracy score on test set:  0.09166666666666666\n",
-      "\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"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
+      "\n",
       "Learning rate  =  1.0\n",
       "Lambda =  0.001\n",
       "Accuracy score on test set:  0.1361111111111111\n",
-      "\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "Learning rate  =  1.0\n",
       "Lambda =  0.01\n",
       "Accuracy score on test set:  0.1527777777777778\n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
+      "\n",
       "Learning rate  =  1.0\n",
       "Lambda =  0.1\n",
       "Accuracy score on test set:  0.16666666666666666\n",
-      "\n",
-      "Learning rate  =  1.0\n",
-      "Lambda =  1.0\n",
-      "Accuracy score on test set:  0.1111111111111111\n",
       "\n"
      ]
     },
@@ -2375,10 +2371,20 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "Learning rate  =  1.0\n",
+      "Lambda =  1.0\n",
+      "Accuracy score on test set:  0.1111111111111111\n",
+      "\n",
       "Learning rate  =  1.0\n",
       "Lambda =  10.0\n",
       "Accuracy score on test set:  0.05\n",
-      "\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "Learning rate  =  10.0\n",
       "Lambda =  1e-05\n",
       "Accuracy score on test set:  0.08888888888888889\n",
@@ -2386,19 +2392,19 @@
       "Learning rate  =  10.0\n",
       "Lambda =  0.0001\n",
       "Accuracy score on test set:  0.08611111111111111\n",
-      "\n"
+      "\n",
+      "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"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "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",
       "Accuracy score on test set:  0.08888888888888889\n",
       "\n",
       "Learning rate  =  10.0\n",

doc/LectureNotes/_toc.yml

@@ -32,3 +32,4 @@
   - file: chapter9.ipynb
   - file: chapter10.ipynb
   - file: chapter11.ipynb
+  - file: chapter12.ipynb