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.