diff --git a/AI4Forensics/IP_Identifier_Fine_Tuning/Calculate_Confusion_Matrix/code/confusion_matrix_tutorial.ipynb b/AI4Forensics/IP_Identifier_Fine_Tuning/Calculate_Confusion_Matrix/code/confusion_matrix_tutorial.ipynb
new file mode 100644
index 0000000..1ada066
--- /dev/null
+++ b/AI4Forensics/IP_Identifier_Fine_Tuning/Calculate_Confusion_Matrix/code/confusion_matrix_tutorial.ipynb
@@ -0,0 +1,58 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[4, 2],\n",
+       "       [2, 2]], dtype=int64)"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from sklearn.metrics import confusion_matrix\n",
+    "\n",
+    "actual = [0,0,1,1,0,0,0,0,0,1]\n",
+    "predicted = [0,1,1,0,0,1,10,0,1]\n",
+    "\n",
+    "confusion_matrix(actual, predicted)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "forensic",
+   "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": "3.10.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/AI4Forensics/IP_Identifier_Fine_Tuning/IP_Identifer_Fine_Tuning.pptx b/AI4Forensics/IP_Identifier_Fine_Tuning/IP_Identifer_Fine_Tuning.pptx
index af2bdb4..87de6a6 100644
Binary files a/AI4Forensics/IP_Identifier_Fine_Tuning/IP_Identifer_Fine_Tuning.pptx and b/AI4Forensics/IP_Identifier_Fine_Tuning/IP_Identifer_Fine_Tuning.pptx differ