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Build well-architected IDP solutions with a custom lens – Part 4: Performance efficiency

AWS Machine Learning Blog

When a customer has a production-ready intelligent document processing (IDP) workload, we often receive requests for a Well-Architected review. We start with discussing some common indicators that you should conduct a Well-Architected review, and introduce the fundamental approaches with design principles.

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Build well-architected IDP solutions with a custom lens – Part 1: Operational excellence

AWS Machine Learning Blog

The IDP Well-Architected Custom Lens outlines the steps for an AWS Well-Architected review, which allows you to evaluate and identify technical risks within your IDP workloads. Feedback loop from human review – Integrate a feedback loop from human review into the IDP system. He is focusing on AI/ML and IoT.

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Build a multilingual automatic translation pipeline with Amazon Translate Active Custom Translation

AWS Machine Learning Blog

The only way to accurately measure the quality of machine translation output is to have an expert review and grade the quality. Rachel is an AWS senior speaker and has spoken at top conferences including AWS re:Invent, NVIDIA GTC, KDD, and MLOps Summit. On weekends, you will find him exploring the outdoors in the Pacific Northwest.

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Build well-architected IDP solutions with a custom lens – Part 2: Security

AWS Machine Learning Blog

Please also reach out to your account team for a Well-Architected review for your IDP workload. When not helping customers, she enjoys outdoor activities. She focuses on NLP-specific workloads, and shares her experience as a conference speaker and a book author. AWS is committed to the IDP Well-Architected Lens as a living tool.

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Build well-architected IDP solutions with a custom lens – Part 3: Reliability

AWS Machine Learning Blog

The IDP Well-Architected Custom Lens outlines the steps for performing an AWS Well-Architected review that allows you to assess and identify technical risks of your IDP workloads. Manage changes through automation, which then can be tracked and reviewed. Maintain consistency in annotation style and while annotating fields with spaces.

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Build well-architected IDP solutions with a custom lens – Part 5: Cost optimization

AWS Machine Learning Blog

The IDP Well-Architected Custom Lens outlines the steps for performing an AWS Well-Architected review, and helps you assess and identify the risks in your IDP workloads. Establish regular cadence – The group should come together regularly to review their goals and metrics. When not helping customers, she enjoys outdoor activities.

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