Grow with Google

In this course, you will learn how to write and train models locally using Vertex Notebooks, host training code in containers, and manage image datasets for experiment tracking. You will also train a BigQuery ML classifier, activate training jobs using Vertex AI console, and create custom model evaluation components with KFP SDK. By the end of the course, you will be able to deploy trained models for online predictions and gain a digital badge to demonstrate your expertise.

Build and Deploy Machine Learning Solutions on Vertex AI

Learn the basics of Vertex AI and its role in machine learning model deployment.

Introduction to Vertex AI

Write and train models locally using Vertex Notebooks.

Training Models Locally

Host your training code in containers and send it to Google Cloud Artifact Registry.

Hosting Training Code

Create managed artifacts of image datasets for experiment tracking.

Image Dataset Management

Training with BigQuery ML

Activate a training job using the Vertex AI console.

Activating Training Jobs

Create a custom model evaluation component with the KFP SDK.

Custom Model Evaluation

Incorporate pre-compiled KFP components into your pipeline.

Incorporating KFP Components

Deploy your trained models to a Vertex endpoint for online predictions.

Deploying Trained Models

Query your model for online predictions and explanations.

Querying Models

This course offers a comprehensive guide to building and deploying machine learning solutions on Vertex AI. Earn a digital badge from Google Cloud to showcase your skills and advance your cloud career.

Professionals looking to enhance their skills in deploying machine learning models using Google Cloud's Vertex AI.

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Data scientists aiming to gain practical experience in building and deploying machine learning solutions on the cloud.

Data Scientists

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Build and Deploy Machine Learning Solutions on Vertex AI

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