How can I automate data labeling for image classification tasks in Google Cloud AutoML using Generative AI models

Question

Can i know How can I automate data labeling for image classification tasks in Google Cloud AutoML using Generative AI models?

Answer 1

You can use Google Cloud AutoML's Vision API with Generative AI-based data augmentation to automate and enhance labeled datasets for image classification.

Here is the code snippet you can refer to:

In the above code we are using the following key points:

• Google Cloud AutoML Client Initialization – Establishes connection with AutoML Vision API.
• Service Account Authentication – Uses credentials to authorize API requests.
• Google Cloud Storage (GCS) Integration – Fetches labeled data stored in a GCS bucket.
• Dataset Import Configuration – Prepares structured input data for AutoML training.
• Automated Import Execution – Begins data import to automate the labeling process.

Hence, leveraging Google Cloud AutoML with Generative AI augmentation streamlines and automates data labeling for image classification tasks efficiently.