Machine Learning Operations (MLOps) with Vertex AI: Manage Features (Coursera)

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

Syllabus

Welcome to the Machine Learning Operations (MLOps) with Vertex AI: Manage Features

Module 1

Introduction to the course.

Introduction to Vertex AI Feature Store

Module 2

Vertex AI and its MLOps capabilities. Main challenges related to data and potential solutions to mitigate them.

Machine Learning Operations (MLOps) with Vertex AI: Manage Features An in depth look

Module 3

Key capabilities of Vertex AI Feature Store

Summary

Module 4

Summary of the course