diff --git a/M2/Reinforcement Learning/Lab 3 - Solving Maze Game with Dynamic Programming.ipynb b/M2/Reinforcement Learning/Lab 3 - Solving Maze Game with Dynamic Programming.ipynb
index 1333441..e3b2385 100644
--- a/M2/Reinforcement Learning/Lab 3 - Solving Maze Game with Dynamic Programming.ipynb	
+++ b/M2/Reinforcement Learning/Lab 3 - Solving Maze Game with Dynamic Programming.ipynb	
@@ -30,7 +30,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 77,
    "id": "100d1e0d",
    "metadata": {},
    "outputs": [],
@@ -96,7 +96,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 78,
    "id": "f91cda05",
    "metadata": {},
    "outputs": [],
@@ -124,7 +124,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 79,
    "id": "24d7b74c-66c7-4615-b5e6-c2973a975fc9",
    "metadata": {},
    "outputs": [
@@ -148,7 +148,7 @@
   },
   {
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-   "execution_count": 5,
+   "execution_count": 80,
    "id": "26c821d3-2362-4b60-8c77-3d09296d130d",
    "metadata": {},
    "outputs": [
@@ -198,7 +198,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 81,
    "id": "7116044b-c134-43de-9f30-01ab62325300",
    "metadata": {},
    "outputs": [],
@@ -229,7 +229,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 82,
    "id": "a1258de4",
    "metadata": {},
    "outputs": [
@@ -290,7 +290,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 83,
    "id": "68744dd6-7278-4c20-8b82-34212685352f",
    "metadata": {},
    "outputs": [
@@ -362,7 +362,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 84,
    "id": "fc61ceef-217c-47f4-8eba-0353369210db",
    "metadata": {},
    "outputs": [
@@ -472,7 +472,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 85,
    "id": "f7f0b8e4-1f48-4d03-9e5f-a47e59c3e827",
    "metadata": {},
    "outputs": [],
@@ -484,7 +484,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 86,
    "id": "3773781c-a0cd-48db-967b-d4b432d17046",
    "metadata": {},
    "outputs": [
@@ -516,7 +516,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 87,
    "id": "4b06da5e-bc63-48e5-a336-37bce952443d",
    "metadata": {},
    "outputs": [],
@@ -595,7 +595,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 88,
    "id": "610253e7-f3f7-4a30-be3e-2ec5a1e2ed04",
    "metadata": {},
    "outputs": [],
@@ -626,7 +626,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 89,
    "id": "7a51f242-fe4e-4e74-8a1f-a8df32b194b8",
    "metadata": {},
    "outputs": [],
@@ -654,7 +654,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 90,
    "id": "49d54d1f-dc29-45b6-ad31-ad0e848f920d",
    "metadata": {},
    "outputs": [],
@@ -697,7 +697,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 91,
    "id": "c70885b4-a301-42f2-ab70-2901d941cde7",
    "metadata": {},
    "outputs": [],
@@ -723,7 +723,7 @@
   },
   {
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-   "execution_count": null,
+   "execution_count": 92,
    "id": "eca4c571-39c7-468b-af86-0bab9489415e",
    "metadata": {},
    "outputs": [],
@@ -754,7 +754,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 93,
    "id": "2d03276b-e206-4d1f-9024-f6948ca61523",
    "metadata": {},
    "outputs": [],
@@ -817,7 +817,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 94,
    "id": "341fe630-8f87-4773-84ad-92d3516e53e2",
    "metadata": {},
    "outputs": [
@@ -966,7 +966,7 @@
   },
   {
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-   "execution_count": 20,
+   "execution_count": 95,
    "id": "3a05f8bc-2b8f-4a4c-9931-6d28c3b0db35",
    "metadata": {},
    "outputs": [],
@@ -1035,7 +1035,7 @@
   },
   {
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-   "execution_count": 21,
+   "execution_count": 96,
    "id": "b4a44e38",
    "metadata": {},
    "outputs": [
@@ -1064,7 +1064,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 97,
    "id": "c5f559b2-452a-477c-a1fa-258b40805670",
    "metadata": {},
    "outputs": [
@@ -1108,7 +1108,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 98,
    "id": "4c428327",
    "metadata": {},
    "outputs": [
@@ -1182,7 +1182,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 99,
    "id": "c1ab67f0-bd5e-4ffe-b655-aec030401b78",
    "metadata": {},
    "outputs": [],
@@ -1267,7 +1267,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 100,
    "id": "d452681c-c89c-41cc-95dc-df75993b0391",
    "metadata": {},
    "outputs": [
@@ -1296,7 +1296,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 101,
    "id": "929707e6-3022-4d86-96cc-12f251f890a9",
    "metadata": {},
    "outputs": [
@@ -1447,7 +1447,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 102,
    "id": "998e3005-9a8b-4759-a008-aeccedd25924",
    "metadata": {},
    "outputs": [],
@@ -1513,7 +1513,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 103,
    "id": "8b6c2216",
    "metadata": {},
    "outputs": [],
@@ -1576,7 +1576,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 104,
    "id": "e12d62ee-3324-4e1b-b5e2-6be96404ac2c",
    "metadata": {},
    "outputs": [
@@ -1650,7 +1650,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 105,
    "id": "293ba7fc-f9dc-41b0-ad78-677af1ac7e0f",
    "metadata": {},
    "outputs": [],
@@ -1718,7 +1718,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 106,
    "id": "9b6ff9d3-ccc9-4f35-a6c3-545aeed552f7",
    "metadata": {},
    "outputs": [
@@ -1799,7 +1799,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 107,
    "id": "cce78e3c-ca82-4002-9a8f-08af9457147c",
    "metadata": {},
    "outputs": [
@@ -1821,8 +1821,8 @@
       "Value Iteration  - iterations: [100000, 100000, 100000, 100000, 100000, 100000, 100000, 100000, 100000, 100000]\n",
       "Mean PI iterations: 1000.0\n",
       "Mean VI iterations: 100000.0\n",
-      "Mean PI runtime: 0.022669649124145506\n",
-      "Mean VI runtime: 0.008730292320251465\n"
+      "Mean PI runtime: 0.01876246929168701\n",
+      "Mean VI runtime: 0.006057476997375489\n"
      ]
     }
    ],
@@ -1950,7 +1950,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 108,
    "id": "0b3469a6",
    "metadata": {},
    "outputs": [],
@@ -2015,7 +2015,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 109,
    "id": "b64a1e78",
    "metadata": {},
    "outputs": [],
@@ -2057,7 +2057,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 110,
    "id": "47219cdc-b99b-4b73-a3d1-c133afb0e215",
    "metadata": {},
    "outputs": [