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Building Serverless Apps with AI Services on AWS

Offered By: LinkedIn Learning

Tags

Artificial Intelligence Courses Amazon Web Services (AWS) Courses Amazon S3 Courses AWS Lambda Courses Serverless Computing Courses Infrastructure as Code Courses AWS Step Functions Courses Event-Driven Architecture Courses Amazon Bedrock Courses

Course Description

Overview

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Learn how to build a serverless application that can transcribe video, translate subtitles, and generate a title and video description using generative AI.

Syllabus

Introduction
  • Serverless apps with AI services on AWS
  • What you should know
  • What you are going to build in this course
1. Introduction to AI
  • Introduction to AI
  • Introduction to Amazon AI Services
  • Introduction to Gen AI
  • Introduction to Amazon Bedrock
  • Challenges when building AI and Gen AI applications
2. Getting started with Serverless
  • What is serverless?
  • Why serverless is great to build AI apps
  • Using Amazon Bedrock from serverless services
3. Infrastructure as code
  • The important role of infrastructure as code
  • Introducing AWS SAM
  • Installing and configuring AWS SAM
  • Getting started with the project
4. Introduction to Step Functions
  • Understanding Step Functions
  • Creating your first workflow in the AWS console
  • Creating a workflow as IaC
  • Introduction to ASL
  • Introduction to flow states
  • Step Functions integrations
  • Modifying the workflow with simple integration
  • Challenge: Modify the state machine to add an integration to AI service
  • Solution: Modify the state machine to add an integration to AI service
5. Building a Workflow with AI
  • Modifying the existing state machine to use Amazon Bedrock
  • Challenge: Integrate with Amazon Bedrock
  • Solution: Integrate with Amazon Bedrock
  • What is event-driven architecture?
  • How to trigger a state machine when there is a new S3 file
  • How to send an email from the state machine
  • Challenge: Integrate to EventBridge event bus to send an event
  • Solution: Integrate to EventBridge event bus to send an event
6. Build a Chatbot with GenAI
  • What is an Amazon Bedrock agent?
  • What you are going to build
  • Creating a Lambda function for the agent
  • Creating an Open API for the function
  • What is an Amazon Bedrock knowledge base?
  • Creating a knowledge base
  • Creating an Amazon Bedrock agent
  • Challenge: Add another function to the agent
  • Solution: Add another function to the agent
Conclusion
  • What we built
  • Cleaning up the environment
  • Next steps

Taught by

Marcia Villalba

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