Remove AWS Remove Load Balancer Remove Open Source
article thumbnail

Build a multi-tenant generative AI environment for your enterprise on AWS

AWS Machine Learning - AI

It also uses a number of other AWS services such as Amazon API Gateway , AWS Lambda , and Amazon SageMaker. Load balancer – Another option is to use a load balancer that exposes an HTTPS endpoint and routes the request to the orchestrator. API Gateway also provides a WebSocket API.

article thumbnail

AWS Open Source Observability: Visualization and Security Auditing with CloudMapper (Part 1)

Xebia

When it comes to Cloud Observability, several Open Source and proprietary tools have been available over the years. More sophisticated methods of detection, reporting, integrations… But what is the value of Open Source solutions on this topic? Customer support and available manuals/documentation (current, and on-request).

Insiders

Sign Up for our Newsletter

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.

article thumbnail

Revolutionizing customer service: MaestroQA’s integration with Amazon Bedrock for actionable insight

AWS Machine Learning - AI

We discuss the unique challenges MaestroQA overcame and how they use AWS to build new features, drive customer insights, and improve operational inefficiencies. They were also able to use the familiar AWS SDK to quickly and effortlessly integrate Amazon Bedrock into their application. The best is yet to come.

article thumbnail

Host concurrent LLMs with LoRAX

AWS Machine Learning - AI

A solution for this is provided by an open source software tool called LoRAX that provides weight-swapping mechanisms for inference toward serving multiple variants of a base FM. Why LoRAX for LoRA deployment on AWS? aws ec2 describe-images --filters 'Name=name,Values=Deep Learning OSS Nvidia Driver AMI GPU PyTorch 2.5*(Ubuntu*'

article thumbnail

The AWS Cloud Migration Checklist Every Business Needs for a Smooth Transition

Mobilunity

For medium to large businesses with outdated systems or on-premises infrastructure, transitioning to AWS can revolutionize their IT operations and enhance their capacity to respond to evolving market needs. AWS migration isnt just about moving data; it requires careful planning and execution. Need to hire skilled engineers?

AWS 52
article thumbnail

Optimize hosting DeepSeek-R1 distilled models with Hugging Face TGI on Amazon SageMaker AI

AWS Machine Learning - AI

Additionally, SageMaker endpoints support automatic load balancing and autoscaling, enabling your LLM deployment to scale dynamically based on incoming requests. GenAI Data Scientist at AWS. With a background in AI/ML consulting at AWS, he helps organizations leverage the Hugging Face ecosystem on their platform of choice.

article thumbnail

Build a custom UI for Amazon Q Business

AWS Machine Learning - AI

The workflow includes the following steps: The user accesses the chatbot application, which is hosted behind an Application Load Balancer. The UI application assumes an AWS Identity and Access Management (IAM) role and retrieves an AWS session token from the AWS Security Token Service (AWS STS).