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    1. Events
    2. Implementing RAG using serverless.tf || CI/CD: GitHub Actions to ECS

    Implementing RAG using serverless.tf || CI/CD: GitHub Actions to ECS

    Entwickler

    AWS GenAI Loft | San Francisco

    Generative KI

    Lambda

    Tag:

    -

    Zeit:

    -

    Typ:

    PERSÖNLICH

    Speakers:

    Anton Babenko | AWS Community Hero, Peter Sankauskas | AWS Community Hero

    Sprache:

    English

    Adresse:

    525 Market St, 2nd Floor, San Francisco, CA 94105, US

    Stufe(n):

    200 – Mittelstufe, 300 – Fortgeschritten

    Speakers

    The event will cover two distinct topics: the implementation of Retrieval-Augmented Generation (RAG) using serverless architecture on AWS, and setting up a CI/CD pipeline for deployment to ECS using GitHub Actions.

    In the first session, the speaker will demonstrate deploying a full RAG pipeline, integrating AI models with a retrieval system, and handling real-time queries using AWS Lambda, API Gateway, and DynamoDB. The deployment will be managed through Terraform, leveraging open-source Terraform AWS modules and serverless.tf.

    The second session will focus on setting up a CI/CD pipeline using GitHub Actions for deployment to Elastic Container Service (ECS). The speaker will walk through configuring IAM roles with OpenID Connect (OIDC), managing Elastic Container Registry (ECR) lifecycles, and other relevant aspects of the CI/CD setup.

    Agenda

    1:00 AM UTC

    Doors Open - Light Refreshments

    1:30 AM UTC

    Welcome and Announcements

    1:40 AM UTC

    Implementing RAG using serverless.tf (Doing serverless with Terraform on AWS)

    Anton Babenko | AWS Community Hero

    This talk will focus on the implementation of Retrieval-Augmented Generation (RAG) using a serverless approach with Terraform on AWS. The demo will showcase deploying a full RAG pipeline, integrating AI models with a retrieval system, and handling real-time queries using AWS Lambda, API Gateway, and DynamoDB—all managed through Terraform using open-source Terraform AWS modules and serverless.tf.

    2:20 AM UTC

    CI/CD: GitHub Actions to ECS

    Peter Sankauskas | AWS Community Hero

    Peter will walk through how he has set up a CI/CD pipeline using GitHub Actions deploying to ECS. If you have ever been curious about setting up continuous deployment, this talk will give you the foundation to get started and walk you though IAM roles with OIDC, ECR life cycles, and more.

    3:00 AM UTC

    Networking