You can not select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
88 lines
2.2 KiB
88 lines
2.2 KiB
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "markdown",
|
|
"source": [
|
|
"# Data Science in the Cloud: The \"Azure ML SDK\" way \n",
|
|
"\n",
|
|
"## Introduction\n",
|
|
"\n",
|
|
"In this notebook, we will learn how to use the Azure ML SDK to train, deploy and consume a model through Azure ML.\n",
|
|
"\n",
|
|
"Pre-requisites:\n",
|
|
"1. You created an Azure ML workspace.\n",
|
|
"2. You loaded the [Heart Failure dataset](https://www.kaggle.com/andrewmvd/heart-failure-clinical-data) into Azure ML.\n",
|
|
"3. You uploaded this notebook into Azure ML Studio.\n",
|
|
"\n",
|
|
"The next steps are:\n",
|
|
"\n",
|
|
"1. Create an Experiment in an existing Workspace.\n",
|
|
"2. Create a Compute cluster.\n",
|
|
"3. Load the dataset.\n",
|
|
"4. Configure AutoML using AutoMLConfig.\n",
|
|
"5. Run the AutoML experiment.\n",
|
|
"6. Explore the results and get the best model.\n",
|
|
"7. Register the best model.\n",
|
|
"8. Deploy the best model.\n",
|
|
"9. Consume the endpoint.\n",
|
|
"\n",
|
|
"## Azure Machine Learning SDK-specific imports"
|
|
],
|
|
"metadata": {}
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"source": [
|
|
"from azureml.core import Workspace"
|
|
],
|
|
"outputs": [],
|
|
"metadata": {}
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"source": [
|
|
"## Initialize Workspace\n",
|
|
"Initialize a workspace object from persisted configuration. Make sure the config file is present at .\\config.json"
|
|
],
|
|
"metadata": {}
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"source": [
|
|
"ws = Workspace.from_config()\n",
|
|
"print(ws.name, ws.resource_group, ws.location, ws.subscription_id, sep = '\\n')"
|
|
],
|
|
"outputs": [],
|
|
"metadata": {}
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"source": [
|
|
"## Create an Azure ML experiment\n",
|
|
"\n",
|
|
"Let's create an experiment named 'aml-experiment' in the workspace we just initialized."
|
|
],
|
|
"metadata": {}
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"source": [
|
|
"experiment_name = 'aml-experiment'\n",
|
|
"experiment = Experiment(ws, experiment_name)"
|
|
],
|
|
"outputs": [],
|
|
"metadata": {}
|
|
}
|
|
],
|
|
"metadata": {
|
|
"orig_nbformat": 4,
|
|
"language_info": {
|
|
"name": "python"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
} |