Solution: Deploy an Azure Machine Learning Model
================================================

Part 1: Configure deployment settings
-------------------------------------

1.  Create a new Automated ML run

![](https://video.udacity-data.com/topher/2020/August/5f370424_screen-shot-2020-07-25-at-8.37.31-am/screen-shot-2020-07-25-at-8.37.31-am.png)

2.  Next, make sure you have the dataset uploaded. If you don't, upload and select it. This solution uses the [bike-no.csv](https://raw.githubusercontent.com/Azure/MachineLearningNotebooks/master/how-to-use-azureml/automated-machine-learning/forecasting-bike-share/bike-no.csv) dataset.

![](https://video.udacity-data.com/topher/2020/August/5f3704a1_screen-shot-2020-07-25-at-8.44.43-am/screen-shot-2020-07-25-at-8.44.43-am.png)

3.  Create and configure your new compute cluster.

![](https://video.udacity-data.com/topher/2020/September/5f511a75_screen-shot-2020-09-03-at-9.30.05-am/screen-shot-2020-09-03-at-9.30.05-am.png)

![](https://video.udacity-data.com/topher/2020/September/5f511b57_screen-shot-2020-09-03-at-9.30.42-am/screen-shot-2020-09-03-at-9.30.42-am.png)

4.  Once the new compute cluster is successfully created, use this cluster to run the autoML experiment. Make sure you fill the name and target column.

![](https://video.udacity-data.com/topher/2020/September/5f511e0d_screen-shot-2020-09-03-at-9.40.02-am/screen-shot-2020-09-03-at-9.40.02-am.png)

5.  You will see the experiment in the experiment section and a new model is created.

![](https://video.udacity-data.com/topher/2020/September/5f511fd9_screen-shot-2020-09-03-at-9.50.53-am/screen-shot-2020-09-03-at-9.50.53-am.png)

Part 2: Deploy an Azure ML model
--------------------------------

1.  Go to the _Automated ML_ section and find the recent experiment with a completed status. Click on it.

![](https://video.udacity-data.com/topher/2020/August/5f392b09_screen-shot-2020-08-16-at-8.47.36-am/screen-shot-2020-08-16-at-8.47.36-am.png)

2.  Go to the _"Model"_ tab and select a model from the list and click it. Above it, a triangle button (or Play button) will show with the "Deploy" word. Click on it.

Then

> 1) Fill out the form with a meaningful name and description. For Compute Type use **Azure Container Instance (ACI)**
> 
> 2) Enable Authentication
> 
> 3) Do not change anything in the Advanced section.

![](https://video.udacity-data.com/topher/2020/August/5f392b8b_screen-shot-2020-08-16-at-8.50.15-am/screen-shot-2020-08-16-at-8.50.15-am.png)

3.  Deployment takes a few seconds. After a successful deployment, a green checkmark will appear on the "Run" tab and the "Deploy status" will show as succeed.

![](https://video.udacity-data.com/topher/2020/August/5f393fc2_screen-shot-2020-08-16-at-10.16.07-am/screen-shot-2020-08-16-at-10.16.07-am.png)

Next