Skip to content

Contact sales

By filling out this form and clicking submit, you acknowledge our privacy policy.
  • Labs icon Lab
  • A Cloud Guru
Google Cloud Platform icon
Labs

Comparing Machine Learning Algorithms on a Single Dataset using Amazon SageMaker

Imagine you are the data engineer, and you have been assigned the task of finding an optimal ML algorithm by comparing multiple algorithms. This lab will take the California housing dataset and predict the median housing value. In this hands-on lab, you will learn how to train multiple regression algorithms, predict for test data and compare core regression metrics.

Try for free Contact sales
Google Cloud Platform icon
Labs

Path Info

Level
Clock icon Intermediate
Duration
Clock icon 45m
Published
Clock icon Apr 12, 2024

Contact sales

By filling out this form and clicking submit, you acknowledge our privacy policy.

Table of Contents

  1. Challenge

    Launch SageMaker Notebook

    1. Log in to the AWS console and navigate to AWS SageMaker.
    2. Load the Jupyter Notebook that has been provided with this hands-on lab.

  2. Challenge

    Load Libraries and Fetch the Data

    1. Load required libraries.
    2. Fetch the dataset from sklearn library.

  3. Challenge

    Train the Model with Multiple Algorithms

    1. Create an instance of three algorithms that will be compared.
    2. Train the algorithms individually.

  4. Challenge

    Predict and Compare

    1. Run predictions against test data.
    2. Compare key metrics of the three algorithms.
A Cloud Guru - Labs - Comparing Machine Learning Algorithms on a Single Dataset using Amazon SageMaker
Author
A Cloud Guru

The Cloud Content team comprises subject matter experts hyper focused on services offered by the leading cloud vendors (AWS, GCP, and Azure), as well as cloud-related technologies such as Linux and DevOps. The team is thrilled to share their knowledge to help you build modern tech solutions from the ground up, secure and optimize your environments, and so much more!

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.

Start learning by doing today

View Plans