Solutions: AI Workflows
Personalized Product Recommendations
Predict what's next with session-based recommenders and NVIDIA AI.
What Are Session-Based Recommenders?
Companies that rely heavily upon engaging online with potential and established customers to drive customer retention and upsell are considering session-based recommender methods. Session-based recommenders enable data scientists, machine learning engineers, and their companies to build a recommender pipeline when little or no online user history is available. Leading companies are utilizing session-based recommenders to increase model accuracy and drive quality customer engagement towards meeting their business objectives.
Workflow Supports Any Stage in Recommender Systems Journey
NVIDIA Merlin™ is an end-to-end framework for building, training, optimizing, and deploying recommender systems at any scale. Using Merlin, data scientists and machine learning engineers are empowered to streamline building pipelines for session-based recommendations and more. Merlin enables many recommender workflows. The NVIDIA Merlin next item prediction AI workflow is designed to help companies build effective, personalized recommendations using little to no user data.
The workflow contains:
- Data preprocessing with Merlin
- NVIDIA Triton™ Inference Server with Merlin Systems
- Helm charts for cloud-native deployment
- A reference solution for deploying in production, including components for authentication, logging, and monitoring
Cloud-native Kubernetes services in the next item prediction workflow are used to build and deploy training and inference pipelines.
Apply for a Free Trial on NVIDIA LaunchPad
Get access to the next item prediction workflow with a free curated lab. Access a step-by-step guided lab for product recommendations with ready-to-use software, sample data, and applications.
Predict What’s Next With Increased Accuracy
Personalize Session-Based Recommendations
Predict preferences from interactions from first-time, early, or anonymous online users.
Increase Accuracy
Easily achieve better accuracy for recommendation models.
Grow Customer Engagement
Increase customer engagement, retention, and upsell of services.
Accelerate the Development of AI Solutions
AI workflows accelerate the path to AI outcomes. The next item prediction workflow provides a reference for developers to get started building session-based recommender solutions.
Get Started With Session-Based Recommenders
The next item prediction AI workflow is available with NVIDIA AI Enterprise software.