" <img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /><span>Run in Google Colab</span></a> \n",
"</td><td>\n",
"<a target=\"_blank\" href=\"https://github.com/tensorflow/models/blob/master/samples/core/tutorials/estimators/wide.ipynb\"><img width=32px src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /><span>View source on GitHub</span></a></td></table>"
]
]
},
},
{
{
...
@@ -218,6 +261,16 @@
...
@@ -218,6 +261,16 @@
"execution_count": 0,
"execution_count": 0,
"outputs": []
"outputs": []
},
},
{
"metadata": {
"id": "mLUJpWKoeCAE",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"Key Point: As a modeler and developer, think about how this data is used and the potential benefits and harm a model's predictions can cause. A model like this could reinforce societal biases and disparities. Is a feature relevant to the problem you want to solve or will it introduce bias? For more information, read about [ML fairness](https://developers.google.com/machine-learning/fairness-overview/)."
]
},
{
{
"metadata": {
"metadata": {
"id": "QZZtXes4cYvf",
"id": "QZZtXes4cYvf",
...
@@ -1277,19 +1330,6 @@
...
@@ -1277,19 +1330,6 @@
"- This [blog post]( https://medium.com/tensorflow/classifying-text-with-tensorflow-estimators) on processing text with `Estimators`\n",
"- This [blog post]( https://medium.com/tensorflow/classifying-text-with-tensorflow-estimators) on processing text with `Estimators`\n",
"- How to [build a custom CNN estimator](https://www.tensorflow.org/tutorials/estimators/cnn)"
"- How to [build a custom CNN estimator](https://www.tensorflow.org/tutorials/estimators/cnn)"