Google Cloud Professional Machine Learning Engineer Cert Prep: 6 Monitoring, Optimizing, and Maintaining ML Solutions

Learn about monitoring, optimizing, and maintaining ML solutions in preparation for the Google Professional Machine Learning Engineer certification exam.

Introduction

• Overview
• Course six key terminology

1. ML Solutions

• Data drift explained by naughty child problem
• Load testing with Locust
• Demo: Auditing via logs
• Demo: Logging dashboard
• Demo: Cloud web security scanner
• Demo: Querying logging output with BigQuery
• Demo: Load testing with Rust
• Five whys
• Using Google Courses
• Building Rust HuggingFace Translator
• Using PyTorch Rust stable diffusion
• Using Rust with PyTorch
• Building a CUDA GPU stress test

Conclusion

• Next steps