AWS Certified Machine Learning - Specialty (MLS-C01) Cert Prep: 1 Data Engineering

Introduction

• Overview
• Technology prerequisites
• Use SageMaker Studio Lab
• Learn AWS CloudShell
• The cloud developer workspace advantage
• Prototype AI APIs on AWS with CloudShell and Bash
• Using AWS Cloud9 with Amazon CodeWhisperer

1. Create Data Repositories for Machine Learning

• Domain one: Introduction
• Data storage
• Determine storage mediums
• Use S3 demo

2. Identify and Implement a Data Ingestion Solution

• Job styles batch vs. streaming
• Data ingestion pipelines
• AWS Batch demo
• Step Function demo

3. Identify and Implement a Data Transformation Solution

• Transform data in transit
• Handle ML-specific MapReduce
• EMR Spark demo

Conclusion

• Next steps