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diff --git a/model.ipynb b/model.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..8326b39fb0fdad9e129ede156b256bbfe835a3a2
--- /dev/null
+++ b/model.ipynb
@@ -0,0 +1,109 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Automated DR Classification with PyTorch!"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Dataset Images\n",
+    "\n",
+    "In this section, we are going to:\n",
+    "\n",
+    "- Check if dataset in local exists\n",
+    "- Create a method that will plot a random image from our dataset\n",
+    "- Check the properties of our image such as the placing of shapes, preferably change it to [W, H, C]\n",
+    "- Perform basic data augmentation\n",
+    "- Create a `dataset`, and `DataLoader` objects"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import torch\n",
+    "from torch import nn"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Training\n",
+    "\n",
+    "In this section, we are going to:\n",
+    "\n",
+    "- Create our Torch class parameters\n",
+    "- Create a method for training and testing our models\n",
+    "- Use visualizations to assess the model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Saving and Loading\n",
+    "\n",
+    "In this section, we are going to:\n",
+    "\n",
+    "- Save the trained PyTorch model\n",
+    "- Load the PyTorch model\n",
+    "- Perform a basic prediction on the loaded model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": []
+  }
+ ],
+ "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": "3.11.1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..444a6aa010b360bc2c138b4b524a7a316a039e59
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,8 @@
+torch==2.2.0
+opencv-python==4.9.0.80
+numpy==1.26.4
+matplotlib==3.10.0
+jupyter==1.1.1
+ipykernel==6.29.5
+matplotlib==3.10.0
+pathlib==1.0.1
\ No newline at end of file