update docs creation and dog vision notebook

make_docs.sh

@@ -5,6 +5,7 @@ cp section-2-data-science-and-ml-tools/introduction-to-numpy.ipynb docs/
 cp section-2-data-science-and-ml-tools/introduction-to-pandas.ipynb docs/
 cp section-2-data-science-and-ml-tools/introduction-to-matplotlib.ipynb docs/
 cp section-2-data-science-and-ml-tools/introduction-to-scikit-learn.ipynb docs/
+cp section-4-unstructured-data-projects/end-to-end-dog-vision-v2.ipynb docs/
 cp communicating-your-work.md docs/
 cp images/* docs/images/
 

section-4-unstructured-data-projects/end-to-end-dog-vision-v2.ipynb

@@ -184,7 +184,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "\n",
     "### Getting a GPU\n",
     "\n",
     "Before running any code, we'll make sure our Google Colab instance is connected to a GPU.\n",
@@ -290,7 +289,7 @@
     "id": "PDvfRmUqx0C5"
    },
    "source": [
-    "# TK - Getting Data\n",
+    "## TK - Getting Data\n",
     "\n",
     "There are several options and locations to get data for a deep learning project.\n",
     "\n",
@@ -305,7 +304,7 @@
     "\n",
     "In our case, the dataset we're going to use is called the Stanford Dogs dataset (or ImageNet dogs, as the images are dogs separated from ImageNet).\n",
     "\n",
-    "Because the Stanford Dogs dataset has been around for a while (since 2011, which as of writing this in 2023 is like a lifetime in deep learning), it's available from several resources:\n",
+    "Because the Stanford Dogs dataset has been around for a while (since 2011, which as of writing this in 2024 is like a lifetime in deep learning), it's available from several resources:\n",
     "\n",
     "* The [original project website](http://vision.stanford.edu/aditya86/ImageNetDogs/) via link download\n",
     "* Inside [TensorFlow datasets under `stanford_dogs`](https://www.tensorflow.org/datasets/catalog/stanford_dogs)\n",
@@ -11593,7 +11592,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.0"
+   "version": "3.11.8"
   }
  },
  "nbformat": 4,