Cursarium
advancedCertificate$49/mo

ML Pipelines on Google Cloud

by Google Cloud Team · Google Cloud

4.4
(2,800 reviews)
50K+ enrolled1 weekUpdated 2024-08

What You'll Learn

Understand the fundamentals and key concepts of MLOps
Apply MLOps techniques to solve real-world problems
Understand the fundamentals and key concepts of ML pipelines
Apply ML pipelines techniques to solve real-world problems
Understand the fundamentals and key concepts of Google Cloud
Apply Google Cloud techniques to solve real-world problems

About This Course

Build and deploy ML pipelines on Google Cloud using TFX, Kubeflow, and Vertex AI for production ML workflows.

Curriculum

Module 1: MLOps & ML pipelines
6 lessons
  • Introduction to MLOps
  • MLOps in Practice
  • Hands-on Exercise: MLOps
  • Introduction to ML pipelines
  • ML pipelines in Practice
  • Hands-on Exercise: ML pipelines
Module 2: Google Cloud & TFX
6 lessons
  • Introduction to Google Cloud
  • Google Cloud in Practice
  • Hands-on Exercise: Google Cloud
  • Introduction to TFX
  • TFX in Practice
  • Hands-on Exercise: TFX
Module 3: Model deployment
3 lessons
  • Introduction to model deployment
  • Model deployment in Practice
  • Hands-on Exercise: Model deployment

Instructor

Google Cloud Team

Instructor at Google Cloud

4.4rating
50K+ students

Pros & Cons

Pros

  • Offers a certificate of completion
  • High-quality video lectures
  • Taught by Google Cloud Team
  • Well-structured curriculum

Cons

  • Requires paid subscription
  • Requires significant prior knowledge
  • Self-paced requires discipline