- Lab
-
Libraries: If you want this lab, consider one of these libraries.
- Data
Submit a Custom Training Script Experiment
You are a data scientist at Globomantics, tasked with training a custom regression model to predict solar panel energy output efficiency across the company's field sites. You will write your own custom training script, submit it to Azure Machine Learning using the Azure ML SDK, monitor the run's logs and metrics, and register the trained model for downstream use.
Lab Info
Table of Contents
-
Challenge
Prepare a custom training script
Write a Python training script that loads the solar panel telemetry dataset, trains a regression model, logs metrics, and saves the trained model as an output artifact.
-
Challenge
Configure and submit the training job
- Use the Azure ML SDK to define a command job that references the training script, the registered environment, and the compute cluster.
- Submit the job and confirm it begins running on the compute target.
-
Challenge
Monitor the run and register the trained model
- View the job's output logs and logged metrics to confirm the training completed successfully.
- Register the trained model in the Azure ML model registry.
Real skill practice before real-world application
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.
Learn by doing
Engage hands-on with the tools and technologies you’re learning. You pick the skill, we provide the credentials and environment.
Follow your guide
All labs have detailed instructions and objectives, guiding you through the learning process and ensuring you understand every step.
Turn time into mastery
On average, you retain 75% more of your learning if you take time to practice. Hands-on labs set you up for success to make those skills stick.