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Google Cloud Professional Machine Learning Engineer Cert Prep: 5 Automating and Orchestrating ML Pipelines

Offered By: LinkedIn Learning

Tags

Machine Learning Courses Docker Courses Google Cloud Platform (GCP) Courses Microservices Courses PyTorch Courses Rust Courses Vertex AI Courses TPUs Courses

Course Description

Overview

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Learn about automating and orchestrating ML pipelines in preparation for the Google Professional Machine Learning Engineer certification exam.

Syllabus

Introduction
  • Overview
  • Course five key terminology
1. Designing and Implementing Training Pipelines
  • Prompt engineering for Google BigQuery with ChatGPT4
  • Getting started with Vertex AI
  • Understanding TPUs
  • TPUs as technology transition
  • Demo: TPU PyTorch MNIST
2. Implementing Serving Pipelines
  • TensorFlow serving with GPU-enabled Docker
  • Rust PyTorch microservice walkthrough
  • Demo: Rust pre-trained PyTorch microservice
Conclusion
  • Next steps

Taught by

Noah Gift

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