AWS Events System Architecture 
AWS Machine Learning Blog
MARCH 10, 2025
We walk through the journey Octus took from managing multiple cloud providers and costly GPU instances to implementing a streamlined, cost-effective solution using AWS services including Amazon Bedrock, AWS Fargate , and Amazon OpenSearch Service. Along the way, it also simplified operations as Octus is an AWS shop more generally.
AWS Machine Learning Blog
OCTOBER 14, 2024
In this post, we show how to create a multimodal chat assistant on Amazon Web Services (AWS) using Amazon Bedrock models, where users can submit images and questions, and text responses will be sourced from a closed set of proprietary documents. For this post, we recommend activating these models in the us-east-1 or us-west-2 AWS Region.
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AWS Machine Learning Blog
MARCH 5, 2025
In this post, we explain how BMW uses generative AI technology on AWS to help run these digital services with high availability. Moreover, these teams might be geographically dispersed and run their workloads in different locations and regions; many hosted on AWS, some elsewhere.
AWS Machine Learning Blog
MARCH 13, 2025
Alternatively, asynchronous choreography follows an event-driven pattern where agents operate autonomously, triggered by events or state changes in the system. In this model, agents publish events or messages that other agents can subscribe to, creating a workflow that emerges from their collective behavior.
AWS Machine Learning Blog
JANUARY 10, 2024
In this post, we discuss how the AWS AI/ML team collaborated with the Merck Human Health IT MLOps team to build a solution that uses an automated workflow for ML model approval and promotion with human intervention in the middle. EventBridge monitors status change events to automatically take actions with simple rules.
AWS Machine Learning Blog
APRIL 2, 2025
Due to their massive size and the need to train on large amounts of data, FMs are often trained and deployed on large compute clusters composed of thousands of AI accelerators such as GPUs and AWS Trainium. Alternatively and recommended, you can deploy a ready-made EKS cluster with a single AWS CloudFormation template. The fsdp-ray.py
AWS Machine Learning Blog
SEPTEMBER 6, 2024
In this post, we illustrate how Vidmob , a creative data company, worked with the AWS Generative AI Innovation Center (GenAIIC) team to uncover meaningful insights at scale within creative data using Amazon Bedrock. The chatbot built by AWS GenAIIC would take in this tag data and retrieve insights.
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