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 pipelines6 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 & TFX6 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 deployment3 lessons
- Introduction to model deployment
- Model deployment in Practice
- Hands-on Exercise: Model deployment
Instructor
Google Cloud Team
Instructor at Google Cloud
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
$49/mo
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