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Fix tensorflow2-california-housing-regression-experiment.ipynb #3306

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Merged
merged 4 commits into from
Apr 8, 2022
Merged

Fix tensorflow2-california-housing-regression-experiment.ipynb #3306

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730691b
remove pip install to avoid package conflict
atqy Apr 7, 2022
614cfb8
Merge branch 'main' into atqy/tensorflow2-california-housing
atqy Apr 7, 2022
db692ab
delete test cell
atqy Apr 7, 2022
80a4ae2
Merge branch 'atqy/tensorflow2-california-housing' of https://github.…
atqy Apr 7, 2022
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31 changes: 1 addition & 30 deletions ...-housing-regression-experiment/tensorflow2-california-housing-regression-experiment.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -2,7 +2,6 @@
"cells": [
{
"cell_type": "markdown",
"id": "b673db31",
"metadata": {},
"source": [
"## California Housing Regression Experiment\n",
Expand All @@ -24,7 +23,6 @@
},
{
"cell_type": "markdown",
"id": "6aa9af97",
"metadata": {},
"source": [
"### Install Python Packages"
Expand All @@ -33,18 +31,16 @@
{
"cell_type": "code",
"execution_count": null,
"id": "07ef2630",
"metadata": {},
"outputs": [],
"source": [
"import sys\n",
"\n",
"!{sys.executable} -m pip install sagemaker-experiments==0.1.31 matplotlib"
"!{sys.executable} -m pip install matplotlib"
]
},
{
"cell_type": "markdown",
"id": "5f6e0e4a",
"metadata": {},
"source": [
"### Setup"
Expand All @@ -53,7 +49,6 @@
{
"cell_type": "code",
"execution_count": null,
"id": "a919b135",
"metadata": {},
"outputs": [],
"source": [
Expand All @@ -74,7 +69,6 @@
{
"cell_type": "code",
"execution_count": null,
"id": "e64e12da",
"metadata": {},
"outputs": [],
"source": [
Expand All @@ -88,7 +82,6 @@
},
{
"cell_type": "markdown",
"id": "9fb68336",
"metadata": {},
"source": [
"### Download California Housing dataset and upload to Amazon S3"
Expand All @@ -97,7 +90,6 @@
{
"cell_type": "code",
"execution_count": null,
"id": "6ece115e",
"metadata": {},
"outputs": [],
"source": [
Expand Down Expand Up @@ -132,7 +124,6 @@
{
"cell_type": "code",
"execution_count": null,
"id": "b066d544",
"metadata": {},
"outputs": [],
"source": [
Expand All @@ -148,7 +139,6 @@
},
{
"cell_type": "markdown",
"id": "5a2d2a6e",
"metadata": {},
"source": [
"### Step 1 - Set up the Experiment\n",
Expand All @@ -158,7 +148,6 @@
},
{
"cell_type": "markdown",
"id": "c2f86710",
"metadata": {},
"source": [
"### Create an Experiment"
Expand All @@ -167,7 +156,6 @@
{
"cell_type": "code",
"execution_count": null,
"id": "4c1fbca9",
"metadata": {},
"outputs": [],
"source": [
Expand All @@ -180,7 +168,6 @@
{
"cell_type": "code",
"execution_count": null,
"id": "581b6c8d",
"metadata": {},
"outputs": [],
"source": [
Expand All @@ -194,7 +181,6 @@
},
{
"cell_type": "markdown",
"id": "9f872fca",
"metadata": {},
"source": [
"### Step 2 - Track Experiment\n",
Expand All @@ -205,7 +191,6 @@
{
"cell_type": "code",
"execution_count": null,
"id": "d0336132",
"metadata": {},
"outputs": [],
"source": [
Expand All @@ -218,7 +203,6 @@
},
{
"cell_type": "markdown",
"id": "7680ca71",
"metadata": {},
"source": [
"If you want to run the following training jobs asynchronously, you may need to increase your resource limit. Otherwise, you can run them sequentially.\n",
Expand All @@ -229,7 +213,6 @@
{
"cell_type": "code",
"execution_count": null,
"id": "df3f4b99",
"metadata": {},
"outputs": [],
"source": [
Expand Down Expand Up @@ -296,7 +279,6 @@
},
{
"cell_type": "markdown",
"id": "79d10cf4",
"metadata": {},
"source": [
"### Compare the model training runs for an experiment\n",
Expand All @@ -307,7 +289,6 @@
{
"cell_type": "code",
"execution_count": null,
"id": "54457af4",
"metadata": {},
"outputs": [],
"source": [
Expand All @@ -324,7 +305,6 @@
},
{
"cell_type": "markdown",
"id": "ad3c1940",
"metadata": {},
"source": [
"Let's show the accuracy, epochs and optimizer.\n",
Expand All @@ -334,7 +314,6 @@
{
"cell_type": "code",
"execution_count": null,
"id": "f970a995",
"metadata": {},
"outputs": [],
"source": [
Expand All @@ -344,7 +323,6 @@
},
{
"cell_type": "markdown",
"id": "3fe96a4a",
"metadata": {},
"source": [
"### Visualize experiment\n",
Expand All @@ -355,7 +333,6 @@
{
"cell_type": "code",
"execution_count": null,
"id": "5f13ab1e",
"metadata": {},
"outputs": [],
"source": [
Expand All @@ -374,7 +351,6 @@
},
{
"cell_type": "markdown",
"id": "777780e4",
"metadata": {},
"source": [
"### Compare Experiments, Trials, and Trial Components in Amazon SageMaker Studio\n",
Expand All @@ -395,7 +371,6 @@
},
{
"cell_type": "markdown",
"id": "fa992be5",
"metadata": {},
"source": [
"### Cleanup\n",
Expand All @@ -406,7 +381,6 @@
{
"cell_type": "code",
"execution_count": null,
"id": "8672ca44",
"metadata": {},
"outputs": [],
"source": [
Expand Down Expand Up @@ -434,7 +408,6 @@
{
"cell_type": "code",
"execution_count": null,
"id": "1da56a6c",
"metadata": {},
"outputs": [],
"source": [
Expand All @@ -444,14 +417,12 @@
{
"cell_type": "code",
"execution_count": null,
"id": "3cd76c89",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"instance_type": "ml.t3.medium",
"kernelspec": {
"display_name": "Python 3 (TensorFlow 2.3 Python 3.7 CPU Optimized)",
"language": "python",
Expand Down