MLOps 248 Course - Building AI with Bedrock Agent

MLOps 248 Course - Building AI with Bedrock Agent
The "Building AI" course series is designed to introduce you to MLOps practices for utilizing generative AI models in the development of enterprise-ready AI applications. This series provides a comprehensive understanding of the technology, science, tools, and practices required to successfully adopt generative AI technology, building trust and delivering value from the outset. The courses primarily utilize AWS cloud infrastructure and Python as a programming language. However, they are adaptable to other cloud providers and programming languages, ensuring that the course can be tailored to your specific needs and preferences.
Week 1 - Introduction to MLOps for LLM
Lesson 0 - Course Introduction
Introduction Video

GitHub Repository

Lesson 1 - Data Science Aspects
LLM Introduction Video

LLM Tokenization Video

LLM Embedding Video

LLM Attention Video

LLM Next Token Prediction Video

LLM Token Vocabulary Video

FT Generative AI Visualization

Bedrock Console Playground Video

Bedrock Console Model Access Video

Bedrock Console Agent Building Video

Bedrock Console Agent Testing Video

Bedrock Console Summary Video

AWS PartyRock - play around with LLM on Bedrock

Lab - Setup Bedrock (including model access)

LLM and Trustful AI Introduction Video

LLM Customization Options Video

Understanding LLM Mistakes Video

Overcoming LLM Mistakes with SQL Video

LLM and Trustful AI Summary Video

Week 2 - IaC and DataOps
Lesson 2 - CDK and Infrastructure as Code (IaC)
CDK Introduction Video

CDK Example Video

CDK Synth and Deploy Video

Lab - Installing CDK

CDK Construct Levels

CDK Custom Resources

Reading: Custom Resource with AWS CDK

Lesson 3 - Data Engineering and DataOps
Data Introduction Video

Data CDK Code Video

Data Management Console Video

Data SQL Video

Lab - Getting Started with S3 (optional)

Lab - Athena

Data Pipeline Improvement Video

Messy Data Introduction Video

Messy Data Ingestion Video

Messy Data Partition Video

Messy Data Glue Crawler Video

Messy Data Create Table Video

Messy Data Lambda Video

Messy Data Prompt Video

Messy Data Recap Video

Reading and Lab - Data Pipeline Improvements Article

Week 3 - Building Bedrock Agent
Lesson 4 - AWS Lambda as Agent Tool and DevOps
Lambda Tool Design Video

Lambda Tool Code Video

Lambda Powertools Video

Lambda Tool OpenAPI Schema Video

Lambda Tool CDK Code Video

Lambda Tool Management Console Video

Lab - Lambda with CDK - Python, TypeScript, .NET, Java, or Go

AWS Lambda Powertools - Python, TypeScript, .NET, or Java

AWS SDK for Pandas (AWS Data Wrangler) - Glue and Athena

Lesson 5 - Bedrock Agent
Bedrock Agent Design Video

Bedrock Agent CDK Code Video

Bedrock Agent Management Console Video

Bedrock Agent Traces Overview Video

Bedrock Agent Improvement Video

Reading - How Bedrock Agents work?

Bedrock Agent Debugging

Bedrock Agent Fixing

Week 4 - Building Interfaces (UI, Ops, IT)
Lesson 6 - Building Chat UI on App Runner and DevOps
Chat UI-Design Video

Chat UI-HTMX Video

Chat UI-Local Testing Video

Chat UI-CDK-AppRunner Video

Chat UI-CDK-Deply Video

Chat UI-Recap Video

Lab - FastAPI workshop

FastAPI templates with Jinja2

HTMX Introduction and Examples

Reading - What is App Runner?

Improving Chat UI Video

Lesson 7 - Build Ops Dashboard and IT review
CloudWatch Dashboard Video (WIP)

Library Review: CDK Monitoring Construct

IT Review - SecOps Video

IT Review - FinOps Video

IT Review - DevOps Video