Model Evaluation: How to Assess the Performance of Large Models?

Evaluate large AI models with our guide. Learn about few-shot and zero-shot prompts, SOTA, datasets, evaluation dimensions, and benchmarking.

Welcome to the "Practical Application of AI Large Language Model Systems" Series

Table of Contents

In this lesson, we'll discuss model evaluation. Similar to software testing, model training also requires testing.

In software testing, we focus on functionality, performance, and stability.

Large models are similar, emphasizing inference efficiency and performance.

First, let's understand why companies conduct model evaluations.