diff --git a/1-first-project/Abgabe.ipynb b/1-first-project/Abgabe.ipynb
index 51ae53f..159dc05 100644
--- a/1-first-project/Abgabe.ipynb
+++ b/1-first-project/Abgabe.ipynb
@@ -3,7 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "cad2b1fd",
+   "id": "be7fb1d9",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -15,7 +15,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "eaa187dd",
+   "id": "6ed9eb14",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -44,7 +44,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "a49f04dd",
+   "id": "3b4401d0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -57,7 +57,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "7c483697",
+   "id": "9af8908e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -74,7 +74,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "678cf4d1",
+   "id": "00579598",
    "metadata": {},
    "outputs": [
     {
@@ -106,7 +106,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "07014bb4",
+   "id": "dd2ba5c9",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -162,7 +162,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "332587ff",
+   "id": "f383e21e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -178,7 +178,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "ebb0786b",
+   "id": "e40b33bf",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -208,7 +208,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "8c32a0c6",
+   "id": "56bce2a5",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -227,7 +227,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "977925c9",
+   "id": "808f43c3",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -245,7 +245,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "9694b5a7",
+   "id": "7dd050be",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -275,7 +275,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "07383762",
+   "id": "fc701b87",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -317,7 +317,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "3f1e9394",
+   "id": "048718bd",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -339,7 +339,7 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "id": "bb48270b",
+   "id": "68335fef",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -359,7 +359,7 @@
   {
    "cell_type": "code",
    "execution_count": 15,
-   "id": "bf51801e",
+   "id": "67ac50ef",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -402,7 +402,7 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "id": "9e3158db",
+   "id": "1b5f3868",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -439,7 +439,7 @@
   {
    "cell_type": "code",
    "execution_count": 17,
-   "id": "9b9b40da",
+   "id": "24d0b968",
    "metadata": {
     "tags": []
    },
@@ -452,7 +452,7 @@
   {
    "cell_type": "code",
    "execution_count": 23,
-   "id": "063d11fd",
+   "id": "44b5e9f3",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -477,7 +477,7 @@
   {
    "cell_type": "code",
    "execution_count": 24,
-   "id": "31d23c9d",
+   "id": "93d19897",
    "metadata": {
     "tags": []
    },
@@ -596,7 +596,7 @@
   {
    "cell_type": "code",
    "execution_count": 26,
-   "id": "77fdb261",
+   "id": "c00b7ffe",
    "metadata": {},
    "outputs": [
     {
@@ -617,7 +617,7 @@
   {
    "cell_type": "code",
    "execution_count": 27,
-   "id": "0640edf0",
+   "id": "1cd94b4c",
    "metadata": {},
    "outputs": [
     {
@@ -638,7 +638,7 @@
   {
    "cell_type": "code",
    "execution_count": 28,
-   "id": "5f1ba423",
+   "id": "dc5f4f81",
    "metadata": {
     "tags": []
    },
@@ -652,7 +652,7 @@
   {
    "cell_type": "code",
    "execution_count": 29,
-   "id": "a2e87299",
+   "id": "37180b0e",
    "metadata": {
     "tags": []
    },
@@ -686,7 +686,7 @@
   {
    "cell_type": "code",
    "execution_count": 30,
-   "id": "77b6fe62",
+   "id": "142787fc",
    "metadata": {
     "tags": []
    },
@@ -715,7 +715,7 @@
   {
    "cell_type": "code",
    "execution_count": 31,
-   "id": "0cc321b4",
+   "id": "8badef83",
    "metadata": {},
    "outputs": [
     {
@@ -741,7 +741,7 @@
   {
    "cell_type": "code",
    "execution_count": 32,
-   "id": "ec0ee1f8",
+   "id": "bd54349d",
    "metadata": {},
    "outputs": [
     {
@@ -1016,7 +1016,7 @@
   {
    "cell_type": "code",
    "execution_count": 33,
-   "id": "fd42c24d",
+   "id": "94c2a01e",
    "metadata": {},
    "outputs": [
     {
@@ -1291,7 +1291,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "12270901",
+   "id": "f17eeb73",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1313,7 +1313,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.5"
+   "version": "3.8.10"
   }
  },
  "nbformat": 4,
diff --git a/1-first-project/tdt/NeuralNetwork.ipynb b/1-first-project/tdt/NeuralNetwork.ipynb
index fc0618e..f28b7b8 100644
--- a/1-first-project/tdt/NeuralNetwork.ipynb
+++ b/1-first-project/tdt/NeuralNetwork.ipynb
@@ -3,7 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "c1c66d75",
+   "id": "cd4df4d6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -14,7 +14,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "1c3e70d6",
+   "id": "e74682bc",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -30,7 +30,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "977c5f7c",
+   "id": "2cba70e6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -50,7 +50,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "15581211",
+   "id": "25708ad0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -69,7 +69,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "7033ae7d",
+   "id": "028b40fd",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -90,7 +90,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "bf52a98d",
+   "id": "909c1ae1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -114,7 +114,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "0437ae03",
+   "id": "a1422936",
    "metadata": {},
    "outputs": [
     {
@@ -146,7 +146,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "19e36172",
+   "id": "b50696c3",
    "metadata": {},
    "outputs": [
     {
@@ -166,7 +166,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "cdd9f1f7",
+   "id": "e9f71bad",
    "metadata": {},
    "outputs": [
     {
@@ -219,7 +219,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "2f1ed5a7",
+   "id": "e38a87d6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -247,7 +247,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "f8b06a5d",
+   "id": "61d0460c",
    "metadata": {},
    "outputs": [
     {
@@ -275,7 +275,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "bd4c4b67",
+   "id": "f616324d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -286,7 +286,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "45faadf7",
+   "id": "5d59fccb",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -296,7 +296,7 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "id": "c9e13d2e",
+   "id": "972fc363",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -325,7 +325,7 @@
   {
    "cell_type": "code",
    "execution_count": 15,
-   "id": "a0ba25d8",
+   "id": "f9949967",
    "metadata": {},
    "outputs": [
     {
@@ -372,7 +372,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "533eef6a",
+   "id": "bb6724f3",
    "metadata": {},
    "source": [
     "fig, axs = plt.subplots(13,2,figsize=(20, 60), sharey=True)\n",
@@ -390,7 +390,7 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "id": "c7ff0590",
+   "id": "5493e919",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -402,7 +402,7 @@
   {
    "cell_type": "code",
    "execution_count": 17,
-   "id": "f3a1053f",
+   "id": "fad18a1d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -412,7 +412,7 @@
   {
    "cell_type": "code",
    "execution_count": 18,
-   "id": "edf15e94",
+   "id": "488c40fc",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -454,7 +454,7 @@
   {
    "cell_type": "code",
    "execution_count": 19,
-   "id": "8d8a548b",
+   "id": "feeafbd0",
    "metadata": {},
    "outputs": [
     {
@@ -613,7 +613,7 @@
   {
    "cell_type": "code",
    "execution_count": 20,
-   "id": "de7ce7dd",
+   "id": "e81143f4",
    "metadata": {},
    "outputs": [
     {
@@ -634,7 +634,7 @@
   {
    "cell_type": "code",
    "execution_count": 21,
-   "id": "8be52141",
+   "id": "2451e675",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -644,7 +644,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "83a4c2e8",
+   "id": "d452d294",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -666,7 +666,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.5"
+   "version": "3.8.10"
   }
  },
  "nbformat": 4,

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