A few wording changes, plus fix of ai2es in the first git clone

Author: ajwimmers

colab_notebooks/Notebook06_Convolutions_PyTorch.ipynb

@@ -7,7 +7,7 @@
         "colab_type": "text"
       },
       "source": [
-        "<a href=\"https://colab.research.google.com/github/ssec/WAF_ML_Tutorial_Part2/blob/2-confusion-about-interpolating/colab_notebooks/Notebook06_Convolutions_PyTorch.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+        "<a href=\"https://colab.research.google.com/github/ssec/WAF_ML_Tutorial_Part2/blob/main/colab_notebooks/Notebook06_Convolutions_PyTorch.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
       ]
     },
     {
@@ -43,7 +43,7 @@
       "cell_type": "code",
       "source": [
         "print('grabbing the Github repo')\n",
-        "!git clone https://github.com/ai2es/WAF_ML_Tutorial_Part2.git\n",
+        "!git clone https://github.com/ssec/WAF_ML_Tutorial_Part2.git\n",
         "print('done')"
       ],
       "metadata": {
@@ -53,7 +53,7 @@
         "id": "x2m10lWrHr_R",
         "outputId": "a0fcf4ba-0837-49a9-b7da-4c9870b31550"
       },
-      "execution_count": 1,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "stream",
@@ -75,7 +75,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 2,
+      "execution_count": null,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
@@ -146,7 +146,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 3,
+      "execution_count": null,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
@@ -681,7 +681,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 4,
+      "execution_count": null,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
@@ -902,7 +902,6 @@
     {
       "cell_type": "code",
       "source": [
-        "# %%\n",
         "# Convert xarray data to numpy, then to a torch tensor\n",
         "input_data = ds_sample.radar_image_matrix.isel(radar_height=slice(0,1),radar_field=0).values\n",
         "\n",
@@ -929,7 +928,7 @@
         "id": "zo_JAULelGBC",
         "outputId": "313fa14f-3be3-47e5-cbc5-48e964a80505"
       },
-      "execution_count": 5,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "stream",
@@ -956,13 +955,13 @@
     {
       "cell_type": "code",
       "source": [
-        "# interpolate from (1, 1, 32, 32), (1, 1, 36, 36)\n",
+        "# interpolate from (1, 1, 32, 32) to (1, 1, 36, 36)\n",
         "more_points = F.interpolate(input_tensor, size=(36, 36), mode='bilinear', align_corners=False)\n"
       ],
       "metadata": {
         "id": "rnhhUlxnnLBT"
       },
-      "execution_count": 15,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -976,7 +975,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 16,
+      "execution_count": null,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
@@ -1060,7 +1059,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 7,
+      "execution_count": null,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
@@ -1175,7 +1174,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 8,
+      "execution_count": null,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
@@ -1299,7 +1298,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 9,
+      "execution_count": null,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
@@ -1381,7 +1380,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 17,
+      "execution_count": null,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",