Case Studies

Real problems, shipped in production.

Deep-dives into the ML and AI systems we've designed, trained, and deployed end to end — the constraints, the architecture, and the results.

Case Study

Next Item Recommender Using BERT4Rec

Replacing collaborative filtering with a bidirectional Transformer sequence model for a 10M-user e-commerce catalogue — and serving it under 70ms in production.

BERT4Rec PyTorch ONNX

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