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Typos fixing in doc #498

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I have updated a few of the typos in TF documentation. Please have a look at this and do the needful. Thank you!

I have updated a few of the typos in TF documentation. Please have a look at this and do the needful.
Thank you!
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@google-ml-butler google-ml-butler bot added the size:XS CL Change Size: Extra Small label Jul 11, 2024
@@ -139,7 +139,7 @@
"id": "5rhgjmROXu2O"
},
"source": [
"Let's build a small network with two convolutional layers, followed by one fully connected layer. Convolutional networks are more expensive computationally, so we'll limit its depth and number of fully connected nodes."
"Let's build a small network with two convolutional layers, followed by one fully connected layer. Convolutional networks are more expensive computationally, so we'll limit their depth and number of fully connected nodes."
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This should be "its", it refers to the small network that we are building in this cell.

"\n",
" with graph.as_default():\n",
" ...\n",
"\n",
"* Then you can run the operations on this graph as many times as you want by calling `session.run()`, providing it outputs to fetch from the graph that get returned. This runtime operation is all contained in the block below:\n",
"* Then you can run the operations on this graph as many times as you want by calling the `session.run()`, providing it outputs to fetch from the graph that gets returned. This runtime operation is all contained in the block below:\n",
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Remove the added "the"

@@ -131,15 +131,15 @@
"id": "nCLVqyQ5vPPH"
},
"source": [
"We're first going to train a multinomial logistic regression using simple gradient descent.\n",
"We will first train a multinomial logistic regression using simple gradient descent.\n",
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I think this can stay as it is, there's no change in meaning or grammar here?

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