implement wd's tips

remove tocs, lower all heading levels, move 'make a copy' message

Author: arth-shukla

SP22/nlp-series/workshop-1/Interactive_Notebook_NLP_Series_Workshop_1_Rule_Based_+_Bag_of_Words.ipynb

@@ -6,44 +6,7 @@
         "id": "VMb4vyeWzQYJ"
       },
       "source": [
-        "# Main Notebook: NLP Series Workshop 1: Getting Started with Sentiment Analysis"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "TEbYdn-N0Gxe"
-      },
-      "source": [
-        "## Table of Contents\n",
-        "<div class=\"alert alert-block alert-info\">\n",
-        "<ol>\n",
-        "    <li>\n",
-        "      <a href=\"#scrollTo=Setup_and_Exploration\">Setup and Exploration</a>\n",
-        "      <ol type=\"a\">\n",
-        "          <li><a href=\"#scrollTo=a_Setup\">Setup</a></li>\n",
-        "          <li><a href=\"#scrollTo=b_Exploration\">Exploration</a></li>\n",
-        "      </ol>\n",
-        "    </li>\n",
-        "    <li>\n",
-        "      <a href=\"#scrollTo=Rule_Based_Classifier\">Rule-Based Classifer</a>\n",
-        "      <ol type=\"a\">\n",
-        "          <li><a href=\"#scrollTo=a_Building_the_Rule_based_Classifier\">Building the Rule-Based Classifier</a></li>\n",
-        "          <li><a href=\"#scrollTo=b_Evaluating_the_Rule_based_Classifier\">Evaluating the Rule-Based Classifier</a></li>\n",
-        "      </ol>\n",
-        "    </li>\n",
-        "    <li>\n",
-        "      <a href=\"#scrollTo=NLP_Classifier\">NLP Classifier</a>\n",
-        "      <ol type=\"a\">\n",
-        "          <li><a href=\"#scrollTo=a_Intro_to_Bag_of_Words\">Intro to Bag of Words</a></li>\n",
-        "          <li><a href=\"#scrollTo=b_Bag_of_Words_Logistic_Regression\">Bag of Words + Logistic Regression</a></li>\n",
-        "          <li><a href=\"#scrollTo=c_Bag_of_Words_Logistic_Regression_vs_Rule_Based\">Bag of Words + Logistic Regression vs Rule-Based</a></li>\n",
-        "          <li><a href=\"#scrollTo=d_Bag_of_Words_Neural_Net\">Bag of Words + Neural Net</a></li>\n",
-        "      </ol>\n",
-        "    </li>\n",
-        "    <li><a href=\"#scrollTo=Conclusion\">Conclusion</a></li>\n",
-        "</ol>\n",
-        "</div>"
+        "## Main Notebook: NLP Series Workshop 1: Getting Started with Sentiment Analysis"
       ]
     },
     {
@@ -66,7 +29,7 @@
         "id": "-bQwj_cIK_nO"
       },
       "source": [
-        "# 1. Setup and Exploration"
+        "## 1. Setup and Exploration"
       ]
     },
     {
@@ -75,7 +38,7 @@
         "id": "UvCGe8R-IIZj"
       },
       "source": [
-        "## a. Setup"
+        "### a. Setup"
       ]
     },
     {
@@ -187,7 +150,7 @@
         "id": "gCJQ1bjD4vE9"
       },
       "source": [
-        "## b. Exploration"
+        "### b. Exploration"
       ]
     },
     {
@@ -572,7 +535,7 @@
         "id": "Did9nmVDLMtm"
       },
       "source": [
-        "# 2. Rule-Based Classifier"
+        "## 2. Rule-Based Classifier"
       ]
     },
     {
@@ -610,7 +573,7 @@
         "id": "cwtyegP5cUGG"
       },
       "source": [
-        "## a. Building the Rule-based Classifier"
+        "### a. Building the Rule-based Classifier"
       ]
     },
     {
@@ -647,7 +610,7 @@
         "id": "9RzHYhFhczrM"
       },
       "source": [
-        "## b. Evaluating the Rule-based Classifier"
+        "### b. Evaluating the Rule-based Classifier"
       ]
     },
     {
@@ -766,7 +729,7 @@
         "id": "FpvqZV4BLV0e"
       },
       "source": [
-        "# 3. NLP Classifier"
+        "## 3. NLP Classifier"
       ]
     },
     {
@@ -775,7 +738,7 @@
         "id": "BxfOmtXsdy4d"
       },
       "source": [
-        "## a. Intro to Bag of Words"
+        "### a. Intro to Bag of Words"
       ]
     },
     {
@@ -844,7 +807,7 @@
         "id": "RMswXCVWk_d0"
       },
       "source": [
-        "## b. Bag of Words + Logistic Regression"
+        "### b. Bag of Words + Logistic Regression"
       ]
     },
     {
@@ -1006,7 +969,7 @@
         "id": "iWainC6yoS9Q"
       },
       "source": [
-        "## c. Bag of Words + Logistic Regression vs Rule-Based"
+        "### c. Bag of Words + Logistic Regression vs Rule-Based"
       ]
     },
     {
@@ -1036,7 +999,7 @@
         "id": "QE71_svgQ2FK"
       },
       "source": [
-        "## d. Bag of Words + Neural Net"
+        "### d. Bag of Words + Neural Net"
       ]
     },
     {
@@ -1083,7 +1046,7 @@
         "id": "Y_rE7Kq9dp4q"
       },
       "source": [
-        "Check out this link for a guide to `MLPClassifier()` and its many props (including `max_iter`, `activation`, `learning_rate`, etc) to optimitze a neural net: https://scikit-learn.org/stable/modules/generated/sklearn.neural_network.MLPClassifier.html"
+        "Check out this link for a guide to `MLPClassifier()` and its many props (including `max_iter`, `activation`, `learning_rate`, etc) to optimize a neural net: https://scikit-learn.org/stable/modules/generated/sklearn.neural_network.MLPClassifier.html"
       ]
     },
     {
@@ -1174,7 +1137,7 @@
         "id": "hUqoaiYuLdpD"
       },
       "source": [
-        "# 4. Conclusion"
+        "## 4. Conclusion"
       ]
     },
     {