AWS Machine Learning Blog
7/24/2026

Build an explainable next-best-product recommendation system for banking on AWS
Short summary
AWS details an architecture for an explainable next-best-product recommendation system tailored to banking, using Amazon SageMaker AI and PyTorch. A multi-tower neural network with learned attention provides per-customer recommendations while meeting banking regulators' explainability requirements. The post covers key design decisions for balancing accuracy with interpretability.
- •Multi-tower neural network with attention for banking recommendations
- •Built on Amazon SageMaker AI and PyTorch
- •Designed to satisfy banking regulator explainability requirements
Generated with AI, which can make mistakes.
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