- Lab
- A Cloud Guru
Creating a Classification Model with Azure ML Designer
In this hands-on lab, you are working as a data scientist for AIDoctor, a medical clinic. You’ve been asked to come up with a model that can be used to predict if a patient is diabetic, based on factors such as age, blood pressure, BMI, and more. You’ll use Azure Machine Learning studio and Azure Machine Learning designer to create a classification model that will predict if a patient is diabetic or not. You’ll also get to create an inference pipeline during this lab.
Path Info
Table of Contents
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Challenge
Open the Azure ML Studio and Create a New Dataset
In the Azure ML studio, create a new dataset using the diabetes data file from Microsoft.
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Challenge
Review the Dataset
Take a look at the data you’re working with and see if there are any missing values or values that will cause issues.
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Challenge
Design a Pipeline to Predict If Patients Have Diabetes and Review Evaluation Results
Drag and drop modules to create a pipeline that will train a classification model. After it runs, review the evaluation results and metrics.
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Challenge
Create and Run an Inference Pipeline
Create a real-time inference pipeline by adding the Web Service Input module to the pipeline and moving its output to the Apply Transformation module. Then, remove the Evaluate Model module. After making those modifications, run the pipeline.
What's a lab?
Hands-on Labs are real environments created by industry experts to help you learn. These environments help you gain knowledge and experience, practice without compromising your system, test without risk, destroy without fear, and let you learn from your mistakes. Hands-on Labs: practice your skills before delivering in the real world.
Provided environment for hands-on practice
We will provide the credentials and environment necessary for you to practice right within your browser.
Guided walkthrough
Follow along with the author’s guided walkthrough and build something new in your provided environment!
Did you know?
On average, you retain 75% more of your learning if you get time for practice.
