This course introduces participants to MLOps tools and best practices for deploying, evaluating, monitoring and operating production ML systems on Google Cloud. MLOps is a discipline focused on the deployment, testing, monitoring, and automation of ML systems in production.
Machine Learning Operations (MLOps) with Vertex AI: Manage Features
Instructor: Google Cloud Training
Sponsored by Taipei Medical University [C4CB]
What you'll learn
Containerize ML workflows for reproducibility, reuse, and scalable training and inference on Google Cloud
Efficiently share, discover, and re-use ML features at scale while conducting reproducible ML experiments with Vertex AI Feature Store
Skills you'll gain
- Hybrid Cloud Computing
- Cloud Management
- Google Cloud Platform
- Data Modeling
- Cloud Computing
- Operational Data Store
- Cloud Security
- Cloud Platforms
- Multi-Cloud
- Cloud Infrastructure
- MLOps (Machine Learning Operations)
- Cloud Solutions
- Feature Engineering
- Data Architecture
- Cloud Applications
- Public Cloud
- Database Design
- Applied Machine Learning
- Cloud Services
- Machine Learning
Details to know
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There are 4 modules in this course
Introduction to the course.
What's included
1 video
Vertex AI and its MLOps capabilities. Main challenges related to data and potential solutions to mitigate them.
What's included
3 videos
Key capabilities of Vertex AI Feature Store
What's included
4 videos1 app item
Summary of the course
What's included
1 video
Instructor
Offered by
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