AWS Certified Machine Learning Engineer – Associate

Course Introduction

• Overview of Data Ingestion and Storage
• 1. Know the Differences: AI vs Machine Learning vs Deep Learning
• 2. Types of data
• 3. Data warehouse vs Data Lakes vs Data Lakehouse
• 4. Cloud storage service on AWS
• 5. Hands-on: Creating and Configuring an S3 Lifecycle Policy
• Quiz

ETL, Amazon EMR, Amazon Kinesis Service and Amazon MSK

• 1. Extract, Transform, Load (ETL) with Amazon Glue
• 2. Data Engineering with Amazon EMR
• 3. Basic to Advance with Amazon Kinesis Service
• 4. Amazon Managed Streaming for Apache Kafka (Amazon MSK)
• 5. Hands-on: Data Pipeline - AWS Glue for ETL, Integrating Athena for Querying the Processed Data
• Quiz

AWS Managed AI Services

• 1. Basic to Advance: 7 AWS AI Managed Services (Amazon Comprehend, Amazon Translate, Amazon Transcribe, Amazon Polly, Amazon Rekognition, Amazon Forecast, Amazon Lex + Connect)
• 2. Hands-on: Using AWS Transcribe to Batch Transcribe Hundreds of Audio Files
• Quiz

AWS Managed AI Services

• 1. Basic to Advance: 7 AWS AI Managed Services (Amazon Personalize, Amazon Textract, Amazon Kendra, Amazon Augmented AI, Amazon Lookout, Amazon Fraud Detector, Amazon Q Business/Developer)
• 2. Hands-on: Securing Your Code With Amazon Q Developer
• Quiz

Deep dive with Amazon SageMaker and Classification of Machine Learning Algorithms

• 1. Deep dive main feature on SageMaker Training & Deployment
• 2. Classification of Machine Learning Algorithms, Amazon SageMaker's built-in machine learning algorithms (XGBoost, BlazingText, Object Detection, etc.)
• 3. Handling Unbalanced Data
• 4. Hands-on: A Step-by-Step Guide for Training a Basic Model using SageMaker
• Quiz

Deep Learning, Large Language Model (LLM) and Top frontier LLM in 2024

• 1. Foundational Deep Learning
• 2. Large Language Model
• 3. Advanced: LLM: Top 6 Frontier Model Most Powerful Large Language Models for 2024
• 4. Lab: Using AWS Nova Multimodal Model to Generate Videos
• Quiz

Deep dive Generative AI in AWS - Amazon Bedrock

• 1. AWS Foundation Models (Base Models)
• 2. Retrieval Augmented Generation (RAG)
• 3. Amazon Bedrock
• 4. LLM Agents
• Lab / Quiz

Learn from real-world: Build solution Generative AI for the Advertising and Marketing Industry (AppSync, DynamoDB, Lambda, AWS Bedrock, AWS Rekognition...)

• 1. Scenario/UseCase real-world
• 2. Introduction solution architecture
• 3. Explain flow
• 4. Implement solution in AWS follow the instructions.
• 5. Share estimate cost for architecture
• Quiz

ML Implementation and Operations - Part 1

• 1. Containers on AWS
• 2. AWS Service commonly used in MLOps
• 3. Overview Git/Git flow
• Lab / Quiz

ML Implementation and Operations - Part 2

• 1. Overview MLOps & Principles of MLOps
• 2. MLOps with Sagemaker and Docker containers
• 3. Managing Sagemaker Resource
• 4. Advanced: Well-Architecture Framework
• Lab / Quiz

Learn from real-world: Building intelligent image analysis solutions on Customize Business (Rekognition Custom Labels, AWS S3, AWS Lambda, SNS...)

• 1. Scenario/UseCase real-world
• 2. Introduction solution architecture
• 3. Explain flow
• 4. Implement solution in AWS follow the instructions.
• 5. Share estimate cost for architecture
• Quiz

Security, Identity, and Compliance

• 1. Overview Securing data in SageMaker (AWS IAM, KMS, Macie, Secrets Manager, WAF, Shield, VPC and Subnets Primer)
• 2. Advanced: Top 10 best practice security in Amazon SageMaker AI for production workloads
• 3. Lab: Detecting PII in Amazon S3 with AWS Macie
• Quiz

Management and Governance

• 1. Basic to Advance with AWS CloudWatch, AWS CloudTrail, AWS Config
• 2. Overview AWS Budgets, AWS Cost Explorer
• 3. Overview Cost Optimization Hub
• 4. Lab: Install CloudWatch agent using AWS Systems Manager
• Quiz

Learn from real-world: Use OpenSearch Service as a vector store for gen AI applications (Amazon OpenSearch Service, Amazon SageMaker, Amazon Bedrock, Anthropic Claude...)

• 1. Scenario/UseCase real-world
• 2. Introduction solution architecture
• 3. Explain flow
• 4. Implement solution in AWS follow the instructions
• 5. Share estimate cost for architecture
• Quiz

AWS Certification Paths - Machine Learning role

• Practice Exam 1 (Explanations and Tips)

Practice Exam 2 (Explanations and Tips)