Update eval notebook

notebooks/Model Evaluation.ipynb

@@ -3,7 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "3d2ea7d2",
+   "id": "2d4667c5",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -13,7 +13,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8284a69b",
+   "id": "524483a8",
    "metadata": {},
    "source": [
     "# Dependencies"
@@ -22,7 +22,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "4c6c1cc9",
+   "id": "4c51929f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -33,7 +33,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "f068fe7a",
+   "id": "8f19f1c8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -53,7 +53,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aa60fe45",
+   "id": "4f51b4f8",
    "metadata": {},
    "source": [
     "## Globals"
@@ -62,7 +62,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "bc6c9332",
+   "id": "6f1716bf",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -72,7 +72,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "ad3d1169",
+   "id": "13fa6700",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -83,7 +83,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "e10dc1a9",
+   "id": "152c1fbf",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -96,7 +96,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "9f746e8d",
+   "id": "98cf668e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -110,7 +110,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d8c08b17",
+   "id": "063c13a4",
    "metadata": {},
    "source": [
     "# `train()` setup"
@@ -119,7 +119,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "44565556",
+   "id": "19b58a13",
    "metadata": {},
    "outputs": [
     {
@@ -141,7 +141,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "32313c52",
+   "id": "848745e7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -157,7 +157,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "e0ff8f5a",
+   "id": "67a76338",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -167,7 +167,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "f0f619c3",
+   "id": "5c5b08c3",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -177,7 +177,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "827bb69a",
+   "id": "e6eb6722",
    "metadata": {},
    "source": [
     "# Train/Test"
@@ -186,7 +186,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "92a2715f",
+   "id": "f4b5c789",
    "metadata": {},
    "outputs": [
     {
@@ -2125,7 +2125,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8cac50bd",
+   "id": "572ae86d",
    "metadata": {},
    "source": [
     "# Visualizations"
@@ -2134,7 +2134,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "eaa122e1",
+   "id": "0b986ac4",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2145,130 +2145,10 @@
     "testing_loss = history[3]"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "id": "e2400f45",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[0.8374877450980392,\n",
-       " 0.8210804738562091,\n",
-       " 0.7776654411764705,\n",
-       " 0.8229084967320262,\n",
-       " 0.8986928104575163,\n",
-       " 0.9012969771241829,\n",
-       " 0.9519035947712419,\n",
-       " 0.9622385620915032,\n",
-       " 0.9646691176470588,\n",
-       " 0.9626674836601308,\n",
-       " 0.9725674019607843,\n",
-       " 0.9748243464052287,\n",
-       " 0.9399244281045752,\n",
-       " 0.9599816176470587,\n",
-       " 0.9701368464052288,\n",
-       " 0.9713541666666666,\n",
-       " 0.9742177287581698,\n",
-       " 0.9750837418300653,\n",
-       " 0.9717013888888889,\n",
-       " 0.9637949346405228,\n",
-       " 0.911188725490196,\n",
-       " 0.9630187908496732,\n",
-       " 0.9770812908496732,\n",
-       " 0.9781209150326797,\n",
-       " 0.983766339869281,\n",
-       " 0.9860232843137254,\n",
-       " 0.9878451797385621,\n",
-       " 0.9881944444444445,\n",
-       " 0.9877593954248365,\n",
-       " 0.9890625,\n",
-       " 0.9874121732026143,\n",
-       " 0.9896691176470588,\n",
-       " 0.9783803104575163,\n",
-       " 0.9782087418300652,\n",
-       " 0.9789052287581699,\n",
-       " 0.9285559640522875,\n",
-       " 0.9646670751633987,\n",
-       " 0.9842871732026143,\n",
-       " 0.9876736111111111,\n",
-       " 0.9861111111111112,\n",
-       " 0.9729166666666667,\n",
-       " 0.9882802287581699,\n",
-       " 0.9895812908496732,\n",
-       " 0.9901041666666667,\n",
-       " 0.9905371732026143,\n",
-       " 0.9928819444444444,\n",
-       " 0.9944444444444445,\n",
-       " 0.9946180555555556,\n",
-       " 0.9946180555555556,\n",
-       " 0.9945302287581699,\n",
-       " 0.9947916666666666,\n",
-       " 0.9946160130718954,\n",
-       " 0.9907986111111111,\n",
-       " 0.9944444444444445,\n",
-       " 0.9953125,\n",
-       " 0.9956597222222222,\n",
-       " 0.9953125,\n",
-       " 0.9952246732026143,\n",
-       " 0.9963541666666667,\n",
-       " 0.9963541666666667,\n",
-       " 0.9961785130718954,\n",
-       " 0.9963541666666667,\n",
-       " 0.9962663398692809,\n",
-       " 0.9963541666666667,\n",
-       " 0.9962663398692809,\n",
-       " 0.9963541666666667,\n",
-       " 0.9962663398692809,\n",
-       " 0.9963541666666667,\n",
-       " 0.9963541666666667,\n",
-       " 0.9963541666666667,\n",
-       " 0.9963541666666667,\n",
-       " 0.9963541666666667,\n",
-       " 0.9963541666666667,\n",
-       " 0.9963541666666667,\n",
-       " 0.9963541666666667,\n",
-       " 0.9961785130718954,\n",
-       " 0.9963541666666667,\n",
-       " 0.9963541666666667,\n",
-       " 0.9963541666666667,\n",
-       " 0.9963541666666667,\n",
-       " 0.9962663398692809,\n",
-       " 0.9961785130718954,\n",
-       " 0.9963541666666667,\n",
-       " 0.9963541666666667,\n",
-       " 0.9963541666666667,\n",
-       " 0.9962663398692809,\n",
-       " 0.9962663398692809,\n",
-       " 0.9962663398692809,\n",
-       " 0.9963541666666667,\n",
-       " 0.9963541666666667,\n",
-       " 0.9962663398692809,\n",
-       " 0.9963541666666667,\n",
-       " 0.9963541666666667,\n",
-       " 0.9963541666666667,\n",
-       " 0.9963541666666667,\n",
-       " 0.9963541666666667,\n",
-       " 0.9963541666666667,\n",
-       " 0.9963541666666667,\n",
-       " 0.9963541666666667,\n",
-       " 0.9963541666666667]"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "training_acc"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": 15,
-   "id": "6975fa21",
+   "id": "5cfbedcc",
    "metadata": {},
    "outputs": [
     {
@@ -2295,7 +2175,7 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "id": "6b450d02",
+   "id": "2475aebc",
    "metadata": {},
    "outputs": [
     {
@@ -2318,14 +2198,6 @@
     "ax[1].plot(testing_loss)\n",
     "ax[1].title.set_text(\"Testing\")"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "5baf98fd",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {