Overview
Learn about monitoring, optimizing, and maintaining ML solutions in preparation for the Google Professional Machine Learning Engineer certification exam.
Syllabus
Introduction
- Overview
- Course six key terminology
- 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
- Next steps
Taught by
Noah Gift