Ensuring that customers don't miss out on trending products
Amazon just deployed time series forecasting to predict trending products in real-time. Here's how the two-step training process changes inventory strategy.
Why it matters
Amazon Science revealed a machine learning approach to trend prediction that improves forecast accuracy and prevents stockouts on trending items—directly impacting e-commerce operations and customer experience at scale.
The key facts
7 to knowTime series forecasting for real-time trend recognition
Novel two-step training process improves forecast accuracy
Amazon deployment for product trend prediction
Published September 26, 2023 on Amazon Science blog
Amazon Science research indicates operational ML deployment
Application: inventory and product availability optimization
Published September 2023
Go to the source
Amazon Scienceamazon.science
Publisher excerpt: Time series forecasting enables up-to-the-minute trend recognition, while novel two-step training process improves forecast accuracy.