Account for second notebook in original

bambinos · Apr 16, 2024 · 1b8a0b1 · 1b8a0b1
1 parent 5948ea2
commit 1b8a0b1
Show file tree

Hide file tree

Showing 2 changed files with 583 additions and 2,608 deletions.
diff --git a/docs/notebooks/orthogonal_polynomial_reg.ipynb b/docs/notebooks/orthogonal_polynomial_reg.ipynb
@@ -624,7 +624,7 @@
     }
    ],
    "source": [
-    "diagonal = np.diag(np.diag(r))\n",
+    "diagonal = np.diag(np.diag(r))  # First call gets elements, second creates diag matrix\n",
     "transformation_matrix = np.dot(q, diagonal)\n",
     "print(transformation_matrix.round(4))\n"
    ]
@@ -2707,8 +2707,6 @@
     }
    ],
    "source": [
-    "\n",
-    "\n",
     "fig = plt.figure()\n",
     "for p in [.68, .95]:\n",
     "    bmb.interpret.plot_predictions(\n",
@@ -2735,7 +2733,7 @@
     "\n",
     "> \"With four parameters I can fit an elephant, and with five I can make him wiggle his trunk.\" - John von Neumann\n",
     "\n",
-    "The takeaway here is that **as you reach fit polynomial degrees, you increase the risk of overfitting**.\n",
+    "The takeaway here is that **as you fit higher polynomial degrees, you increase the risk of overfitting**.\n",
     "\n",
     "#### Extrapolation of polynomial models\n",
     "\n",
@@ -2908,7 +2906,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.7"
+   "version": "3.11.8"
   }
  },
  "nbformat": 4,