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Jake Walker 2024-05-18 11:49:17 +01:00
parent 6e54cbf5b9
commit e0920873bb
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1_image_classification.ipynb
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@ -55,7 +55,7 @@
"cell_type": "markdown", "cell_type": "markdown",
"metadata": {}, "metadata": {},
"source": [ "source": [
"## Load the dataset" "## Load the dataset 💿"
] ]
}, },
{ {
@ -94,7 +94,7 @@
"cell_type": "markdown", "cell_type": "markdown",
"metadata": {}, "metadata": {},
"source": [ "source": [
"## Exploring" "## Exploring 🔎"
] ]
}, },
{ {
@ -138,7 +138,7 @@
"cell_type": "markdown", "cell_type": "markdown",
"metadata": {}, "metadata": {},
"source": [ "source": [
"## Processing\n", "## Processing 🫧\n",
"\n", "\n",
"Our neural network works with decimal numbers between 0 and 1, so we need to convert the categories into 0s and 1s. We take an array of 0s and set a 1 for the category.\n", "Our neural network works with decimal numbers between 0 and 1, so we need to convert the categories into 0s and 1s. We take an array of 0s and set a 1 for the category.\n",
"\n", "\n",
@ -197,7 +197,7 @@
"cell_type": "markdown", "cell_type": "markdown",
"metadata": {}, "metadata": {},
"source": [ "source": [
"## Build and Train CNN" "## Build and Train CNN 🔨"
] ]
}, },
{ {
@ -250,7 +250,7 @@
"cell_type": "markdown", "cell_type": "markdown",
"metadata": {}, "metadata": {},
"source": [ "source": [
"## Evaluate" "## Evaluate 🧪"
] ]
}, },
{ {
@ -327,7 +327,7 @@
"cell_type": "markdown", "cell_type": "markdown",
"metadata": {}, "metadata": {},
"source": [ "source": [
"More tasks\n", "## Additional Challenges 🏆\n",
"\n", "\n",
"- Try adding in some more layers to the neural network, adding a second `Conv2D` layer under both of the existing ones.\n", "- Try adding in some more layers to the neural network, adding a second `Conv2D` layer under both of the existing ones.\n",
"- Try increasing the number of `epochs` when training.\n", "- Try increasing the number of `epochs` when training.\n",