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Commit 20d823a2 authored by Billy Lamberta's avatar Billy Lamberta
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samples/core/tutorials/eager/custom_training_walkthrough.ipynb
View file @ 20d823a2
...@@ -25,9 +25,7 @@ ...@@ -25,9 +25,7 @@
}, },
"cell_type": "markdown", "cell_type": "markdown",
"source": [ "source": [
"##### Copyright 2018 The TensorFlow Authors.\n", "##### Copyright 2018 The TensorFlow Authors."
"\n",
"Licensed under the Apache License, Version 2.0 (the \"License\");"
] ]
}, },
{ {
...@@ -66,13 +64,27 @@ ...@@ -66,13 +64,27 @@
}, },
"cell_type": "markdown", "cell_type": "markdown",
"source": [ "source": [
"# Custom training: walkthrough\n", "# Custom training: walkthrough"
"\n", ]
"<table class=\"tfo-notebook-buttons\" align=\"left\"><td>\n", },
"<a target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/models/blob/master/samples/core/tutorials/eager/custom_training_walkthrough.ipynb\">\n", {
" <img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /><span>Run in Google Colab</span></a> \n", "metadata": {
"</td><td>\n", "id": "GV1F7tVTN3Dn",
"<a target=\"_blank\" href=\"https://github.com/tensorflow/models/blob/master/samples/core/tutorials/eager/custom_training_walkthrough.ipynb\"><img width=32px src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /><span>View source on GitHub</span></a></td></table>" "colab_type": "text"
},
"cell_type": "markdown",
"source": [
"<table class=\"tfo-notebook-buttons\" align=\"left\">\n",
" <td>\n",
" <a target=\"_blank\" href=\"https://www.tensorflow.org/tutorials/eager/custom_training_walkthrough\"><img src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" />View on TensorFlow.org</a>\n",
" </td>\n",
" <td>\n",
" <a target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/models/blob/master/samples/core/tutorials/eager/custom_training_walkthrough.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />Run in Google Colab</a>\n",
" </td>\n",
" <td>\n",
" <a target=\"_blank\" href=\"https://github.com/tensorflow/models/blob/master/samples/core/tutorials/eager/custom_training_walkthrough.ipynb\"><img src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" />View source on GitHub</a>\n",
" </td>\n",
"</table>"
] ]
}, },
{ {
...@@ -1213,4 +1225,4 @@ ...@@ -1213,4 +1225,4 @@
"outputs": [] "outputs": []
} }
] ]
} }
\ No newline at end of file
samples/core/tutorials/keras/basic_classification.ipynb
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...@@ -113,11 +113,17 @@ ...@@ -113,11 +113,17 @@
}, },
"cell_type": "markdown", "cell_type": "markdown",
"source": [ "source": [
"<table class=\"tfo-notebook-buttons\" align=\"left\"><td>\n", "<table class=\"tfo-notebook-buttons\" align=\"left\">\n",
"<a target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/models/blob/master/samples/core/tutorials/keras/basic_classification.ipynb\">\n", " <td>\n",
" <img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /><span>Run in Google Colab</span></a> \n", " <a target=\"_blank\" href=\"https://www.tensorflow.org/tutorials/keras/basic_classification\"><img src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" />View on TensorFlow.org</a>\n",
"</td><td>\n", " </td>\n",
"<a target=\"_blank\" href=\"https://github.com/tensorflow/models/blob/master/samples/core/tutorials/keras/basic_classification.ipynb\"><img width=32px src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /><span>View source on GitHub</span></a></td></table>\n" " <td>\n",
" <a target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/models/blob/master/samples/core/tutorials/keras/basic_classification.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />Run in Google Colab</a>\n",
" </td>\n",
" <td>\n",
" <a target=\"_blank\" href=\"https://github.com/tensorflow/models/blob/master/samples/core/tutorials/keras/basic_classification.ipynb\"><img src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" />View source on GitHub</a>\n",
" </td>\n",
"</table>"
] ]
}, },
{ {
...@@ -1019,4 +1025,4 @@ ...@@ -1019,4 +1025,4 @@
] ]
} }
] ]
} }
\ No newline at end of file
samples/core/tutorials/keras/basic_regression.ipynb
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...@@ -113,11 +113,17 @@ ...@@ -113,11 +113,17 @@
}, },
"cell_type": "markdown", "cell_type": "markdown",
"source": [ "source": [
"<table class=\"tfo-notebook-buttons\" align=\"left\"><td>\n", "<table class=\"tfo-notebook-buttons\" align=\"left\">\n",
"<a target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/models/blob/master/samples/core/tutorials/keras/basic_regression.ipynb\">\n", " <td>\n",
" <img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /><span>Run in Google Colab</span></a> \n", " <a target=\"_blank\" href=\"https://www.tensorflow.org/tutorials/keras/basic_regression\"><img src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" />View on TensorFlow.org</a>\n",
"</td><td>\n", " </td>\n",
"<a target=\"_blank\" href=\"https://github.com/tensorflow/models/blob/master/samples/core/tutorials/keras/basic_regression.ipynb\"><img width=32px src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /><span>View source on GitHub</span></a></td></table>" " <td>\n",
" <a target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/models/blob/master/samples/core/tutorials/keras/basic_regression.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />Run in Google Colab</a>\n",
" </td>\n",
" <td>\n",
" <a target=\"_blank\" href=\"https://github.com/tensorflow/models/blob/master/samples/core/tutorials/keras/basic_regression.ipynb\"><img src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" />View source on GitHub</a>\n",
" </td>\n",
"</table>"
] ]
}, },
{ {
......
samples/core/tutorials/keras/basic_text_classification.ipynb
View file @ 20d823a2
...@@ -113,11 +113,17 @@ ...@@ -113,11 +113,17 @@
}, },
"cell_type": "markdown", "cell_type": "markdown",
"source": [ "source": [
"<table class=\"tfo-notebook-buttons\" align=\"left\"><td>\n", "<table class=\"tfo-notebook-buttons\" align=\"left\">\n",
"<a target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/models/blob/master/samples/core/tutorials/keras/basic_text_classification.ipynb\">\n", " <td>\n",
" <img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /><span>Run in Google Colab</span></a> \n", " <a target=\"_blank\" href=\"https://www.tensorflow.org/tutorials/keras/basic_text_classification\"><img src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" />View on TensorFlow.org</a>\n",
"</td><td>\n", " </td>\n",
"<a target=\"_blank\" href=\"https://github.com/tensorflow/models/blob/master/samples/core/tutorials/keras/basic_text_classification.ipynb\"><img width=32px src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /><span>View source on GitHub</span></a></td></table>" " <td>\n",
" <a target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/models/blob/master/samples/core/tutorials/keras/basic_text_classification.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />Run in Google Colab</a>\n",
" </td>\n",
" <td>\n",
" <a target=\"_blank\" href=\"https://github.com/tensorflow/models/blob/master/samples/core/tutorials/keras/basic_text_classification.ipynb\"><img src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" />View source on GitHub</a>\n",
" </td>\n",
"</table>"
] ]
}, },
{ {
...@@ -807,4 +813,4 @@ ...@@ -807,4 +813,4 @@
] ]
} }
] ]
} }
\ No newline at end of file
samples/core/tutorials/keras/overfit_and_underfit.ipynb
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...@@ -116,11 +116,17 @@ ...@@ -116,11 +116,17 @@
}, },
"cell_type": "markdown", "cell_type": "markdown",
"source": [ "source": [
"<table class=\"tfo-notebook-buttons\" align=\"left\"><td>\n", "<table class=\"tfo-notebook-buttons\" align=\"left\">\n",
"<a target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/models/blob/master/samples/core/tutorials/keras/overfit_and_underfit.ipynb\">\n", " <td>\n",
" <img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /><span>Run in Google Colab</span></a> \n", " <a target=\"_blank\" href=\"https://www.tensorflow.org/tutorials/keras/overfit_and_underfit\"><img src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" />View on TensorFlow.org</a>\n",
"</td><td>\n", " </td>\n",
"<a target=\"_blank\" href=\"https://github.com/tensorflow/models/blob/master/samples/core/tutorials/keras/overfit_and_underfit.ipynb\"><img width=32px src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /><span>View source on GitHub</span></a></td></table>" " <td>\n",
" <a target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/models/blob/master/samples/core/tutorials/keras/overfit_and_underfit.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />Run in Google Colab</a>\n",
" </td>\n",
" <td>\n",
" <a target=\"_blank\" href=\"https://github.com/tensorflow/models/blob/master/samples/core/tutorials/keras/overfit_and_underfit.ipynb\"><img src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" />View source on GitHub</a>\n",
" </td>\n",
"</table>"
] ]
}, },
{ {
...@@ -130,10 +136,6 @@ ...@@ -130,10 +136,6 @@
}, },
"cell_type": "markdown", "cell_type": "markdown",
"source": [ "source": [
"\n",
"\n",
"This notebook is based on the book [Deep Learning with Python](https://manning.com/books/deep-learning-with-python), which is a great way to continue learning more about Deep Learning and the Keras API—especially if you enjoy this style of exploring machine learning concepts with code examples. \n",
"\n",
"As always, the code in this example will use the `tf.keras` API, which you can learn more about in the TensorFlow [Keras guide](https://www.tensorflow.org/guide/keras).\n", "As always, the code in this example will use the `tf.keras` API, which you can learn more about in the TensorFlow [Keras guide](https://www.tensorflow.org/guide/keras).\n",
"\n", "\n",
"In both of the previous examples—classifying movie reviews, and predicting housing prices—we saw that the accuracy of our model on the validation data would peak after training for a number of epochs, and would then start decreasing. \n", "In both of the previous examples—classifying movie reviews, and predicting housing prices—we saw that the accuracy of our model on the validation data would peak after training for a number of epochs, and would then start decreasing. \n",
...@@ -755,4 +757,4 @@ ...@@ -755,4 +757,4 @@
] ]
} }
] ]
} }
\ No newline at end of file
samples/core/tutorials/keras/save_and_restore_models.ipynb
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...@@ -5,6 +5,8 @@ ...@@ -5,6 +5,8 @@
"colab": { "colab": {
"name": "save_and_restore_models.ipynb", "name": "save_and_restore_models.ipynb",
"version": "0.3.2", "version": "0.3.2",
"views": {},
"default_view": {},
"provenance": [], "provenance": [],
"private_outputs": true, "private_outputs": true,
"collapsed_sections": [], "collapsed_sections": [],
...@@ -31,7 +33,12 @@ ...@@ -31,7 +33,12 @@
"metadata": { "metadata": {
"id": "2pHVBk_seED1", "id": "2pHVBk_seED1",
"colab_type": "code", "colab_type": "code",
"colab": {}, "colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
}
},
"cellView": "form" "cellView": "form"
}, },
"cell_type": "code", "cell_type": "code",
...@@ -55,7 +62,12 @@ ...@@ -55,7 +62,12 @@
"metadata": { "metadata": {
"id": "N_fMsQ-N8I7j", "id": "N_fMsQ-N8I7j",
"colab_type": "code", "colab_type": "code",
"colab": {}, "colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
}
},
"cellView": "form" "cellView": "form"
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"cell_type": "code", "cell_type": "code",
...@@ -92,13 +104,27 @@ ...@@ -92,13 +104,27 @@
}, },
"cell_type": "markdown", "cell_type": "markdown",
"source": [ "source": [
"# Save and restore models\n", "# Save and restore models"
"\n", ]
"<table class=\"tfo-notebook-buttons\" align=\"left\"><td>\n", },
"<a target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/models/blob/master/samples/core/tutorials/keras/save_and_restore_models.ipynb\">\n", {
" <img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /><span>Run in Google Colab</span></a> \n", "metadata": {
"</td><td>\n", "id": "M4Ata7_wMul1",
"<a target=\"_blank\" href=\"https://github.com/tensorflow/models/blob/master/samples/core/tutorials/keras/save_and_restore_models.ipynb\"><img width=32px src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /><span>View source on GitHub</span></a></td></table>\n" "colab_type": "text"
},
"cell_type": "markdown",
"source": [
"<table class=\"tfo-notebook-buttons\" align=\"left\">\n",
" <td>\n",
" <a target=\"_blank\" href=\"https://www.tensorflow.org/tutorials/keras/save_and_restore_models\"><img src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" />View on TensorFlow.org</a>\n",
" </td>\n",
" <td>\n",
" <a target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/models/blob/master/samples/core/tutorials/keras/save_and_restore_models.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />Run in Google Colab</a>\n",
" </td>\n",
" <td>\n",
" <a target=\"_blank\" href=\"https://github.com/tensorflow/models/blob/master/samples/core/tutorials/keras/save_and_restore_models.ipynb\"><img src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" />View source on GitHub</a>\n",
" </td>\n",
"</table>"
] ]
}, },
{ {
...@@ -108,8 +134,6 @@ ...@@ -108,8 +134,6 @@
}, },
"cell_type": "markdown", "cell_type": "markdown",
"source": [ "source": [
"\n",
"\n",
"Model progress can be saved during—and after—training. This means a model can resume where it left off and avoid long training times. Saving also means you can share your model and others can recreate your work. When publishing research models and techniques, most machine learning practioners share:\n", "Model progress can be saved during—and after—training. This means a model can resume where it left off and avoid long training times. Saving also means you can share your model and others can recreate your work. When publishing research models and techniques, most machine learning practioners share:\n",
"\n", "\n",
"* code to create the model, and\n", "* code to create the model, and\n",
...@@ -150,7 +174,12 @@ ...@@ -150,7 +174,12 @@
"metadata": { "metadata": {
"id": "RzIOVSdnMYyO", "id": "RzIOVSdnMYyO",
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"cell_type": "code", "cell_type": "code",
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...@@ -175,7 +204,12 @@ ...@@ -175,7 +204,12 @@
"metadata": { "metadata": {
"id": "7Nm7Tyb-gRt-", "id": "7Nm7Tyb-gRt-",
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...@@ -195,7 +229,12 @@ ...@@ -195,7 +229,12 @@
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...@@ -234,7 +273,12 @@ ...@@ -234,7 +273,12 @@
"metadata": { "metadata": {
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...@@ -290,7 +334,12 @@ ...@@ -290,7 +334,12 @@
"metadata": { "metadata": {
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...@@ -325,7 +374,12 @@ ...@@ -325,7 +374,12 @@
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...@@ -350,7 +404,12 @@ ...@@ -350,7 +404,12 @@
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...@@ -376,7 +435,12 @@ ...@@ -376,7 +435,12 @@
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...@@ -405,7 +469,12 @@ ...@@ -405,7 +469,12 @@
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...@@ -473,7 +547,12 @@ ...@@ -473,7 +547,12 @@
"metadata": { "metadata": {
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...@@ -527,7 +606,12 @@ ...@@ -527,7 +606,12 @@
"metadata": { "metadata": {
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...@@ -564,7 +648,12 @@ ...@@ -564,7 +648,12 @@
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...@@ -592,7 +681,12 @@ ...@@ -592,7 +681,12 @@
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...@@ -617,7 +711,12 @@ ...@@ -617,7 +711,12 @@
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...@@ -662,4 +761,4 @@ ...@@ -662,4 +761,4 @@
] ]
} }
] ]
} }
\ No newline at end of file
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