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

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

Duration

2 hours

Total fee

Free

Mode of learning

Online

Official Website

Explore Free Course External Link Icon

Credential

Certificate

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

  • Earn a certificate from Google Cloud
  • Add to your LinkedIn profile
  • July 2023
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Machine Learning Operations (MLOps) with Vertex AI: Manage Features
 at 
Coursera 
Course details

What are the course deliverables?
  • 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
More about this course
  • 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.
  • Learners will get hands-on practice using Vertex AI Feature Store's streaming ingestion at the SDK layer.

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

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

Course Introduction

Introduction to Vertex AI Feature Store

Recap: How does Vertex AI help with the MLOps workflow?

Introduction to Vertex AI Feature Store

Introduction to Vertex AI Feature Store - Demo

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

Main capabilities of Vertex AI Feature Store

Data Model in Vertex AI Feature Store

Introduction to Vertex AI Feature Store

Lab Intro: Feature Store: Streaming Ingestion SDK

Lab: Feature Store: Streaming Ingestion SDK

Summary

Summary

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