Improve road safety by analyzing traffic patterns with no-code ML using Amazon SageMaker Canvas

This blog post demonstrates how transportation agencies can use Amazon SageMaker Canvas, a no-code machine learning solution, to analyze traffic patterns and predict accident severity. The insights generated can help improve road safety by formulating preventive strategies.

Specifically, the article covers:

• Prerequisites for using the solution
• Importing a traffic accident dataset into SageMaker Canvas
• Performing exploratory data analysis and feature engineering
• Training and evaluating a machine learning model to predict accident severity
• Running predictions using the trained model
• Visualizing insights from the model using Amazon QuickSight
• Conclusion on the benefits of using no-code ML for road safety analysis