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Category pytorch

pytorch in AI
Preview LoyaltyLens Series Recap: Architecture Decisions, Lessons, and What to Build Next

LoyaltyLens Series Recap: Architecture Decisions, Lessons, and What to Build Next

May 21, 2026

Module-by-module architecture decisions, five key lessons from building a production AI system end-to-end, and a prioritised roadmap for extending LoyaltyLens to production.

#machine-learning
#llmops
#mlops
#rag
#pytorch
#production-ai
#loyaltylens
Preview Wiring Six AI Modules Into One Pipeline — and Deploying to the Cloud

Wiring Six AI Modules Into One Pipeline — and Deploying to the Cloud

May 19, 2026

How I connected LoyaltyLens's six modules into a single orchestration layer, exported the PyTorch model to TorchScript, and deployed a real-time inference endpoint on AWS SageMaker.

#mlops
#sagemaker
#aws
#pytorch
#vertex-ai
#cloud-deployment
#production-ai
#loyaltylens
Preview PyTorch Propensity Scoring with TabTransformer

PyTorch Propensity Scoring with TabTransformer

Apr 30, 2026

Building a production-grade offer redemption predictor with PyTorch — TabTransformer architecture, MLflow tracking, model cards, and the SageMaker deployment path.

#deep-learning
#transformers
#pytorch
#propensity-scoring
#mlops
#sagemaker