Google Cloud
Machine Learning Operations with Vertex AI: Model Evaluation
Google Cloud

Machine Learning Operations with Vertex AI: Model Evaluation

Gain insight into a topic and learn the fundamentals.
Intermediate level
Some related experience required
1 hour to complete
Flexible schedule
Learn at your own pace
Gain insight into a topic and learn the fundamentals.
Intermediate level
Some related experience required
1 hour to complete
Flexible schedule
Learn at your own pace

What you'll learn

  • Understand the nuances of model evaluation in both predictive and generative AI, recognizing its crucial role within the MLOps lifecycle.

  • Identify and apply appropriate evaluation metrics for different generative AI tasks.

  • Efficiently evaluate generative AI with Vertex AI's diverse evaluation services, including both computation-based and model-based methods.

  • Implement best practices for LLM evaluation, to ensure robust and reliable model deployment in production environments.

Details to know

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Recently updated!

October 2024

Assessments

2 assignments

Taught in English

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There are 4 modules in this course

This module covers the course objectives and provides an overview of the course structure.

What's included

1 video

This module introduces model evaluation challenges and solution offerings by Vertex AI.

What's included

3 videos1 reading1 assignment

This module describes challenges of evaluating the Generative AI tasks and best practices to overcome these challenges. The module also covers the different types of model evaluation services available in Vertex AI and then introduces Vertex AI Automatic Metrics, Automatic Side by Side and Safety Bias evaluation services.

What's included

7 videos1 reading1 assignment

This module provides a summary of the entire course by covering the most important concepts, tools, technologies, and products.

What's included

1 video

Instructor

Google Cloud Training
Google Cloud
1,634 Courses2,726,759 learners

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Google Cloud

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