Resolve review comments.

Author: MarkDaoust

site/en/tutorials/load_data/images.ipynb

@@ -886,7 +886,7 @@
  },
  "cell_type": "markdown",
  "source": [
- "This model expects it's input to be normalized to the `[-1,1]` range:\n",
+ "This model expects its input to be normalized to the `[-1,1]` range:\n",
  "\n",
  "```\n",
  "help(keras_applications.mobilenet_v2.preprocess_input)\n",
@@ -907,7 +907,7 @@
  },
  "cell_type": "markdown",
  "source": [
- "So before the passing it to the mobilnet model, we need to convert the input from a range of `[0,1]` to `[-1,1]`."
+ "So before the passing it to the MobilNet model, we need to convert the input from a range of `[0,1]` to `[-1,1]`."
  ]
  },
  {
@@ -933,7 +933,7 @@
  },
  "cell_type": "markdown",
  "source": [
- "The mobilenet returns a `6x6` spatial grid of features for each image.\n",
+ "The MobileNet returns a `6x6` spatial grid of features for each image.\n",
  "\n",
  "Pass it a batch of images to see:"
  ]
@@ -973,7 +973,7 @@
  },
  "cell_type": "markdown",
  "source": [
- "So build a model wrapped around mobilenet, and use `tf.keras.layers.GlobalAveragePooling2D` to average over those space dimensions, before the output `tf.keras.layers.Dense` layer:"
+ "So build a model wrapped around MobileNet, and use `tf.keras.layers.GlobalAveragePooling2D` to average over those space dimensions, before the output `tf.keras.layers.Dense` layer:"
  ]
  },
  {
@@ -1371,13 +1371,11 @@
  },
  "cell_type": "markdown",
  "source": [
- "#### Image Strings\n",
+ "#### Raw image data\n",
  "\n",
- "TFRecord files are a simple format to store a sequence of binary blobs. In this case the fact that these are read linearly off disk, which may give some performance boost.\n",
+ "TFRecord files are a simple format to store a sequence of binary blobs. By packing multiple examples into the same file, TensorFlow is able to read multiple examples at once, which is especially important for performance when using a remote storage service such as GCS.\n",
  "\n",
- "It also gives you a portable data file that is apropriate, for example, for streaming over a network.\n",
- "\n",
- "First, build a `TFRecord` file from the raw image data:"
+ "First, build a TFRecord file from the raw image data:"
  ]
  },
  {