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mrdbourke · Apr 4, 2024 · aec11e7 · aec11e7
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diff --git a/docs/end-to-end-dog-vision-v2.ipynb b/docs/end-to-end-dog-vision-v2.ipynb
diff --git a/docs/images/dog-photo-4.jpeg b/docs/images/dog-photo-4.jpeg
diff --git a/docs/images/dog-photos.zip b/docs/images/dog-photos.zip
diff --git a/docs/images/unstructured-data-dog-vision-file-structure.png b/docs/images/unstructured-data-dog-vision-file-structure.png
diff --git a/docs/images/unstructured-data-image-folder-structure.png b/docs/images/unstructured-data-image-folder-structure.png
diff --git a/docs/introduction-to-numpy.ipynb b/docs/introduction-to-numpy.ipynb
@@ -313,8 +313,8 @@
     "Key terms:\n",
     "* **Array** - A list of numbers, can be multi-dimensional.\n",
     "* **Scalar** - A single number (e.g. `7`).\n",
-    "* **Vector** - A list of numbers with 1-dimesion (e.g. `np.array([1, 2, 3])`).\n",
-    "* **Matrix** - A (usually) multi-deminsional list of numbers (e.g. `np.array([[1, 2, 3], [4, 5, 6]])`)."
+    "* **Vector** - A list of numbers with 1-dimension (e.g. `np.array([1, 2, 3])`).\n",
+    "* **Matrix** - A (usually) multi-dimensional list of numbers (e.g. `np.array([[1, 2, 3], [4, 5, 6]])`)."
    ]
   },
   {
@@ -1418,7 +1418,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## 4. Manipulating and comparying arrays\n",
+    "## 4. Manipulating and comparing arrays\n",
     "* Arithmetic\n",
     "    * `+`, `-`, `*`, `/`, `//`, `**`, `%`\n",
     "    * `np.exp()`\n",