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Improve readability in TensorFlow Keras classification tutorial #2438

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9 changes: 5 additions & 4 deletions site/en/tutorials/keras/classification.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -333,7 +333,7 @@
"id": "rd0A0Iu0CaWq"
},
"source": [
"And the test set contains 10,000 images labels:"
"And the test set contains 10,000 image labels:"
]
},
{
Expand Down Expand Up @@ -444,7 +444,7 @@
"\n",
"The basic building block of a neural network is the [*layer*](https://www.tensorflow.org/api_docs/python/tf/keras/layers). Layers extract representations from the data fed into them. Hopefully, these representations are meaningful for the problem at hand.\n",
"\n",
"Most of deep learning consists of chaining together simple layers. Most layers, such as `tf.keras.layers.Dense`, have parameters that are learned during training."
"Most deep learning models consist of chaining together simple layers. Most layers, such as `tf.keras.layers.Dense`, have parameters that are learned during training."
]
},
{
Expand Down Expand Up @@ -529,6 +529,7 @@
},
"outputs": [],
"source": [
"# Train the neural network model\n",
"model.fit(train_images, train_labels, epochs=10)"
]
},
Expand Down Expand Up @@ -677,7 +678,7 @@
"id": "ygh2yYC972ne"
},
"source": [
"Define functions to graph the full set of 10 class predictions."
"Define functions to visualize the full set of 10 class predictions."
]
},
{
Expand Down Expand Up @@ -860,7 +861,7 @@
"id": "EQ5wLTkcCaXY"
},
"source": [
"Now predict the correct label for this image:"
"Now predict the label for this image:"
]
},
{
Expand Down