Fix list format and typos.

donkirkby · web-flow · commit b35f7a985d3b · 2018-08-29T21:34:57.000-07:00
diff --git a/samples/core/tutorials/keras/save_and_restore_models.ipynb b/samples/core/tutorials/keras/save_and_restore_models.ipynb
@@ -582,8 +582,9 @@
       "cell_type": "markdown",
       "source": [
         "The above code stores the weights to a collection of [checkpoint](https://www.tensorflow.org/guide/saved_model#save_and_restore_variables)-formatted files that contain only the trained weights in a binary format. Checkpoints contain:\n",
+        "\n",
         "* One or more shards that contain your model's weights. \n",
-        "* An index file that indicates which weights are stored in a which shard.  \n",
+        "* An index file that indicates which weights are stored in which shard.  \n",
         "\n",
         "If you are only training a model on a single machine, you'll have one shard with the suffix: `.data-00000-of-00001`"
       ]
@@ -739,7 +740,7 @@
         "* The model's configuration(architecture)\n",
         "* The optimizer configuration\n",
         "\n",
-        "Keras saves models by inspecting the architecture. Currently, it is not able to save TensorFlow optimizers (from `tf.train`). When using those you will need to re-compile the model after loading, and you will loose the state of the optimizer.\n"
+        "Keras saves models by inspecting the architecture. Currently, it is not able to save TensorFlow optimizers (from `tf.train`). When using those you will need to re-compile the model after loading, and you will lose the state of the optimizer.\n"
       ]
     },
     {
@@ -761,4 +762,4 @@
       ]
     }
   ]
-}
+}

Original file line number	Diff line number	Diff line change
`@@ -582,8 +582,9 @@`
`582`	`582`	`"cell_type": "markdown",`
`583`	`583`	`"source": [`
`584`	`584`	`"The above code stores the weights to a collection of [checkpoint](https://www.tensorflow.org/guide/saved_model#save_and_restore_variables)-formatted files that contain only the trained weights in a binary format. Checkpoints contain:\n",`
	`585`	`+ "\n",`
`585`	`586`	`"* One or more shards that contain your model's weights. \n",`
`586`		`- "* An index file that indicates which weights are stored in a which shard. \n",`
	`587`	`+ "* An index file that indicates which weights are stored in which shard. \n",`
`587`	`588`	`"\n",`
`588`	`589`	"If you are only training a model on a single machine, you'll have one shard with the suffix: `.data-00000-of-00001`"
`589`	`590`	`]`
`@@ -739,7 +740,7 @@`
`739`	`740`	`"* The model's configuration(architecture)\n",`
`740`	`741`	`"* The optimizer configuration\n",`
`741`	`742`	`"\n",`
`742`		- "Keras saves models by inspecting the architecture. Currently, it is not able to save TensorFlow optimizers (from `tf.train`). When using those you will need to re-compile the model after loading, and you will loose the state of the optimizer.\n"
	`743`	+ "Keras saves models by inspecting the architecture. Currently, it is not able to save TensorFlow optimizers (from `tf.train`). When using those you will need to re-compile the model after loading, and you will lose the state of the optimizer.\n"
`743`	`744`	`]`
`744`	`745`	`},`
`745`	`746`	`{`
`@@ -761,4 +762,4 @@`
`761`	`762`	`]`
`762`	`763`	`}`
`763`	`764`	`]`
`764`		`-}`
	`765`	`+}`