AWS Certified Machine Learning - Specialty (MLS-C01) Cert Prep: 4 Machine Learning Implementation and Operations

Go over machine learning implementation and operations to prepare for the AWS Certified Machine Learning – Specialty (MLS-C01) certification.

Introduction

• Overview

1. Build ML Solutions for Performance, Availability, Scalability, Resiliency, and Fault

• AWS environment logging and monitoring
• Multiple regions, multiple AZs
• Reproducible workflows
• AWS flavored DevOps

2. Recommend and Implement the Appropriate ML Services and Features for a Given Problem

• Provisioning EC2
• Compute choices
• Provisioning EBS
• AWS AI machine learning services

3. Apply Basic AWS Security Practices to Machine Learning Solutions

• Principle of least privilege (PLP)
• Integrated security

4. Deploy and Operationalize Machine Learning Solutions

• SageMaker workflow
• Predictions with SageMaker Canvas
• Retraining models

Conclusion

• Summary