website update

demo.ipynb

@@ -67,7 +67,7 @@
    "id": "712cf26c-d8fa-481f-9eb3-ea49288cbad4",
    "metadata": {},
    "source": [
-    "### after training, we get ~85% accuracy"
+    "### after training, our original model gets ~85% accuracy"
    ]
   },
   {
@@ -123,6 +123,13 @@
     "optimized_model = optimize_model(base_model, x_test, y_test, opt_factor=0.05, MAX_ITER=15)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### and our parameter-reduced model gets ~85%!"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 255,
@@ -260,7 +267,7 @@
     "        opt_total += w.size\n",
     "        opt_total += b.size\n",
     "\n",
-    "predicted_reduction = 1-total/opt_total"
+    "predicted_reduction = 1-opt_total/base_total"
    ]
   },
   {

docs/_site/assets/css/style.css

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