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

Offered By: LinkedIn Learning

Tags

Machine Learning Courses PyTorch Courses Rust Courses BigQuery Courses Load Testing Courses Data Drift Courses

Course Description

Overview

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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
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

Taught by

Noah Gift

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