Fix miscapitalization and odd spacing
"source": [
"# Getting started: Training and prediction with Keras in Cloud ML Engine\n",
"\n",
- "<img src=\"https://storage.googleapis.com/cloud-samples-data/ml-engine/census/keras-tensorflow-cmle.png\" alt=\"Keras, Tensorflow, and Cloud ML Engine logos\" width=\"300px\">"
+ "<img src=\"https://storage.googleapis.com/cloud-samples-data/ml-engine/census/keras-tensorflow-cmle.png\" alt=\"Keras, TensorFlow, and Cloud ML Engine logos\" width=\"300px\">"
]
},
{
"This section of the tutorial walks you through submitting a training job to Cloud\n",
"ML Engine. This job runs sample code that uses Keras to train a deep neural\n",
"network on the United States Census data. It outputs the trained model as a\n",
- "[Tensorflow SavedModel\n",
+ "[TensorFlow SavedModel\n",
"directory](https://www.tensorflow.org/guide/saved_model#save_and_restore_models)\n",
"in your Cloud Storage bucket.\n"
]
" 'native_country': pd.api.types.CategoricalDtype(categories=[\n",
" 'Cambodia', 'Canada', 'China', 'Columbia', 'Cuba', 'Dominican-Republic',\n",
" 'Ecuador', 'El-Salvador', 'England', 'France', 'Germany', 'Greece',\n",
- " 'Guatemala', 'Haiti', 'Holand-Netherlands', 'Honduras', 'Hong',\n",
- " 'Hungary',\n",
- " 'India', 'Iran', 'Ireland', 'Italy', 'Jamaica', 'Japan', 'Laos',\n",
- " 'Mexico',\n",
- " 'Nicaragua', 'Outlying-US(Guam-USVI-etc)', 'Peru', 'Philippines',\n",
- " 'Poland',\n",
+ " 'Guatemala', 'Haiti', 'Holand-Netherlands', 'Honduras', 'Hong', 'Hungary',\n",
+ " 'India', 'Iran', 'Ireland', 'Italy', 'Jamaica', 'Japan', 'Laos', 'Mexico',\n",
+ " 'Nicaragua', 'Outlying-US(Guam-USVI-etc)', 'Peru', 'Philippines', 'Poland',\n",
" 'Portugal', 'Puerto-Rico', 'Scotland', 'South', 'Taiwan', 'Thailand',\n",
" 'Trinadad&Tobago', 'United-States', 'Vietnam', 'Yugoslavia'\n",
" ]),\n",
"#### Export the model for serving\n",
"\n",
"Use\n",
- "[tf.contrib.saved_model.save_keras_model](https://www.tensorflow.org/api_docs/python/tf/contrib/saved_model/save_keras_model) to export a Tensorflow SavedModel directory. This is the format that Cloud\n",
+ "[tf.contrib.saved_model.save_keras_model](https://www.tensorflow.org/api_docs/python/tf/contrib/saved_model/save_keras_model) to export a TensorFlow SavedModel directory. This is the format that Cloud\n",
"ML Engine requires when you [create a model version\n",
"resource](https://cloud.google.com/ml-engine/docs/tensorflow/deploying-models#creating_a_model_version).\n",
"\n",
