AWS Machine Learning Blog

Category: Artificial Intelligence

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

The IDP Well-Architected Lens is intended for all AWS customers who use AWS to run intelligent document processing (IDP) solutions and are searching for guidance on how to build secure, efficient, and reliable IDP solutions on AWS. Building a production-ready solution in the cloud involves a series of trade-offs between resources, time, customer expectation, and […]

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

Building a production-ready solution in AWS involves a series of trade-offs between resources, time, customer expectation, and business outcome. The AWS Well-Architected Framework helps you understand the benefits and risks of decisions you make while building workloads on AWS. By using the Framework, you will learn current operational and architectural recommendations for designing and operating […]

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

The IDP Well-Architected Custom Lens is intended for all AWS customers who use AWS to run intelligent document processing (IDP) solutions and are searching for guidance on how to build a secure, efficient, and reliable IDP solution on AWS. Building a production-ready solution in the cloud involves a series of trade-offs between resources, time, customer […]

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

When a customer has a production-ready intelligent document processing (IDP) workload, we often receive requests for a Well-Architected review. To build an enterprise solution, developer resources, cost, time and user-experience have to be balanced to achieve the desired business outcome. The AWS Well-Architected Framework provides a systematic way for organizations to learn operational and architectural […]

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

Building a production-ready solution in the cloud involves a series of trade-off between resources, time, customer expectation, and business outcome. The AWS Well-Architected Framework helps you understand the benefits and risks of decisions you make while building workloads on AWS. An intelligent document processing (IDP) project usually combines optical character recognition (OCR) and natural language […]

Build well-architected IDP solutions with a custom lens – Part 6: Sustainability

An intelligent document processing (IDP) project typically combines optical character recognition (OCR) and natural language processing (NLP) to automatically read and understand documents. Customers across all industries run IDP workloads on AWS to deliver business value by automating use cases such as KYC forms, tax documents, invoices, insurance claims, delivery reports, inventory reports, and more. […]

How Amazon Search M5 saved 30% for LLM training cost by using AWS Trainium

For decades, Amazon has pioneered and innovated machine learning (ML), bringing delightful experiences to its customers. From the earliest days, Amazon has used ML for various use cases such as book recommendations, search, and fraud detection. Similar to the rest of the industry, the advancements of accelerated hardware have allowed Amazon teams to pursue model […]

Heat Map Visualization

Geospatial generative AI with Amazon Bedrock and Amazon Location Service

Today, geospatial workflows typically consist of loading data, transforming it, and then producing visual insights like maps, text, or charts. Generative AI can automate these tasks through autonomous agents. In this post, we discuss how to use foundation models from Amazon Bedrock to power agents to complete geospatial tasks. These agents can perform various tasks […]

How Amazon Music uses SageMaker with NVIDIA to optimize ML training and inference performance and cost

In the dynamic world of streaming on Amazon Music, every search for a song, podcast, or playlist holds a story, a mood, or a flood of emotions waiting to be unveiled. These searches serve as a gateway to new discoveries, cherished experiences, and lasting memories. The search bar is not just about finding a song; […]

Machine Learning with MATLAB and Amazon SageMaker

This post is written in collaboration with Brad Duncan, Rachel Johnson and Richard Alcock from MathWorks. MATLAB  is a popular programming tool for a wide range of applications, such as data processing, parallel computing, automation, simulation, machine learning, and artificial intelligence. It’s heavily used in many industries such as automotive, aerospace, communication, and manufacturing. In […]