From 3f03270c71b1a0f83d554a12e1c8e0c6b5192820 Mon Sep 17 00:00:00 2001
From: Uwe Schmitt <uwe.schmitt@id.ethz.ch>
Date: Thu, 4 Feb 2021 17:12:30 +0100
Subject: [PATCH] first version

---
 01_introduction.ipynb               |  38 +++++++++++++++++++++++++---
 images/activate_cell_meta.png       | Bin 0 -> 77204 bytes
 images/feature_matrix.png           | Bin 0 -> 52834 bytes
 images/feature_matrix.pptx          | Bin 0 -> 37645 bytes
 images/feature_matrix_document.png  | Bin 0 -> 48664 bytes
 images/feature_matrix_document.pptx | Bin 0 -> 36091 bytes
 images/feature_matrix_mnist.png     | Bin 0 -> 48658 bytes
 images/feature_matrix_mnist.pptx    | Bin 0 -> 36437 bytes
 8 files changed, 34 insertions(+), 4 deletions(-)
 create mode 100644 images/activate_cell_meta.png
 create mode 100644 images/feature_matrix.png
 create mode 100644 images/feature_matrix.pptx
 create mode 100644 images/feature_matrix_document.png
 create mode 100644 images/feature_matrix_document.pptx
 create mode 100644 images/feature_matrix_mnist.png
 create mode 100644 images/feature_matrix_mnist.pptx

diff --git a/01_introduction.ipynb b/01_introduction.ipynb
index f66e1b6..77c79ea 100644
--- a/01_introduction.ipynb
+++ b/01_introduction.ipynb
@@ -425,6 +425,13 @@
     "</div>"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<img src=\"images/feature_matrix.png\" width=50%/>"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -651,6 +658,17 @@
     "print(\"image_vector:\", image_vector)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<br/>\n",
+    "\n",
+    "This is how the final feature matrix then looks like:\n",
+    "\n",
+    "<img src=\"images/feature_matrix_mnist.png\" width=50%/>"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -662,7 +680,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "If we start a machine learning project for texts, we first have to choose a dictionary (a set of words) for this project. The words in the dictionary are enumerated. The final representation of a text as a feature vector depends on this dictionary.\n",
+    "- If we start a machine learning project for texts, we first have to choose a dictionary (a set of words) for this project. \n",
+    "- The words in the dictionary are enumerated. \n",
+    "- The final representation of a text as a feature vector depends on this dictionary.\n",
     "\n",
     "Such a dictionary can be very large, but for the sake of simplicity we use a very small enumerated dictionary to explain the overall procedure:\n",
     "\n",
@@ -741,6 +761,15 @@
     "print(vector)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<br/>\n",
+    "The corresponding feautre matrix then has the form:\n",
+    "<img src=\"images/feature_matrix_document.png\" width=70% />"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -1825,6 +1854,7 @@
  ],
  "metadata": {
   "celltoolbar": "Tags",
+  "hide_input": false,
   "kernelspec": {
    "display_name": "Python 3",
    "language": "python",
@@ -1840,7 +1870,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.2"
+   "version": "3.7.4"
   },
   "latex_envs": {
    "LaTeX_envs_menu_present": true,
@@ -1873,12 +1903,12 @@
     "height": "calc(100% - 180px)",
     "left": "10px",
     "top": "150px",
-    "width": "288px"
+    "width": "178.6666717529297px"
    },
    "toc_section_display": true,
    "toc_window_display": true
   }
  },
  "nbformat": 4,
- "nbformat_minor": 2
+ "nbformat_minor": 4
 }
diff --git a/images/activate_cell_meta.png b/images/activate_cell_meta.png
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-- 
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