diff --git a/open-machine-learning-jupyter-book/deep-learning/cnn/cnn.ipynb b/open-machine-learning-jupyter-book/deep-learning/cnn/cnn.ipynb
index fd0b146c8..30529dad2 100644
--- a/open-machine-learning-jupyter-book/deep-learning/cnn/cnn.ipynb
+++ b/open-machine-learning-jupyter-book/deep-learning/cnn/cnn.ipynb
@@ -2,16 +2,16 @@
"cells": [
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 1,
"metadata": {
"tags": [
- "hide-cell"
+ "hide-cell",
+ "hide-output"
]
},
"outputs": [],
"source": [
"# Install the necessary dependencies\n",
- "\n",
"import os\n",
"import sys \n",
"!{sys.executable} -m pip install --quiet pandas scikit-learn numpy matplotlib jupyterlab_myst ipython imageio scikit-image requests\n",
@@ -58,7 +58,9 @@
},
{
"cell_type": "code",
+
"execution_count": 2,
+
"metadata": {
"tags": [
"hide-cell"
@@ -132,7 +134,9 @@
},
{
"cell_type": "code",
+
"execution_count": 3,
+
"metadata": {
"tags": [
"hide-cell"
@@ -172,7 +176,9 @@
},
{
"cell_type": "code",
+
"execution_count": 9,
+
"metadata": {
"tags": [
"hide-cell"
@@ -207,12 +213,14 @@
"A demo of CNN. [source]\n",
"
\n",
- "\"\"\"))"
+ "\"\"\")) "
]
},
{
"cell_type": "code",
+
"execution_count": 4,
+
"metadata": {
"tags": [
"hide-cell"
@@ -247,63 +255,57 @@
"A demo of CNN. [source]\n",
"\n",
- "\"\"\"))"
+ "\"\"\")) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "### Code"
+ "## Code"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Load dataset and data preprocessing"
]
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 2,
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Epoch 1/5\n",
- "1875/1875 [==============================] - 6s 2ms/step - loss: 0.1342 - accuracy: 0.9595 - val_loss: 0.0571 - val_accuracy: 0.9814\n",
- "Epoch 2/5\n",
- "1875/1875 [==============================] - 3s 2ms/step - loss: 0.0443 - accuracy: 0.9864 - val_loss: 0.0362 - val_accuracy: 0.9882\n",
- "Epoch 3/5\n",
- "1875/1875 [==============================] - 3s 2ms/step - loss: 0.0301 - accuracy: 0.9907 - val_loss: 0.0311 - val_accuracy: 0.9900\n",
- "Epoch 4/5\n",
- "1875/1875 [==============================] - 3s 2ms/step - loss: 0.0229 - accuracy: 0.9927 - val_loss: 0.0255 - val_accuracy: 0.9909\n",
- "Epoch 5/5\n",
- "1875/1875 [==============================] - 3s 2ms/step - loss: 0.0171 - accuracy: 0.9948 - val_loss: 0.0283 - val_accuracy: 0.9906\n",
- "313/313 - 0s - loss: 0.0283 - accuracy: 0.9906 - 338ms/epoch - 1ms/step\n",
- "Test accuracy: 0.9905999898910522\n"
- ]
- },
- {
- "data": {
- "image/png": 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",
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