Add cpu vs gpu analysis notebook

notebooks/cpu-vs-gpu-analysis.ipynb

@@ -0,0 +1,74 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The following code trains a model on the XOR dataset using the CPU and then using the GPU to train, and then outputs the training time taken."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU Training Time: 160.45\n",
+      "GPU Training Time: 42.58\n"
+     ]
+    }
+   ],
+   "source": [
+    "import os\n",
+    "\n",
+    "from school_project.models.cpu.cat_recognition import CatRecognitionModel as CPUModel\n",
+    "from school_project.models.gpu.cat_recognition import CatRecognitionModel as GPUModel\n",
+    "\n",
+    "# Change to root directory of project\n",
+    "os.chdir(os.getcwd())\n",
+    "\n",
+    "model = CPUModel(hidden_layers_shape=[100, 100],\n",
+    "                train_dataset_size=209,\n",
+    "                learning_rate=0.1,\n",
+    "                use_relu=True)\n",
+    "model.create_model_values()\n",
+    "model.train(epoch_count=3_500)\n",
+    "\n",
+    "print(f\"CPU Training Time: {model.training_time}\")\n",
+    "\n",
+    "model = GPUModel(hidden_layers_shape=[100, 100],\n",
+    "                train_dataset_size=209,\n",
+    "                learning_rate=0.1,\n",
+    "                use_relu=True)\n",
+    "model.create_model_values()\n",
+    "model.train(epoch_count=3_500)\n",
+    "\n",
+    "print(f\"GPU Training Time: {model.training_time}\")"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "venv",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.11"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}