MLOps 248 Course - Building AI with Bedrock Agent
MP4 | Video: AVC 1280x720 | Audio: AAC 44KHz 2ch | 2 Hours Duration | 5.84 GB
Genre: eLearning | Language: English
MP4 | Video: AVC 1280x720 | Audio: AAC 44KHz 2ch | 2 Hours Duration | 5.84 GB
Genre: eLearning | Language: English
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