Model selection (GPT-4, GPT-3.5) in Prompt Engineering / GenAI - Cheat Sheet & Quick Revision

Recall & Review

beginner

What is model selection in the context of GPT-4 and GPT-3.5?

Model selection means choosing the best AI model, like GPT-4 or GPT-3.5, for a specific task based on factors like accuracy, speed, and cost.

beginner

How does GPT-4 differ from GPT-3.5 in terms of capabilities?

GPT-4 is generally more accurate, understands complex instructions better, and can handle more detailed tasks than GPT-3.5, but it may be slower and cost more to use.

beginner

Why might you choose GPT-3.5 over GPT-4 for a project?

You might pick GPT-3.5 if you need faster responses, lower cost, or if the task is simple and doesn’t require the advanced understanding of GPT-4.

intermediate

What factors should you consider when selecting between GPT-4 and GPT-3.5?

Consider accuracy needs, task complexity, response speed, cost, and available resources when choosing between GPT-4 and GPT-3.5.

intermediate

How can testing both GPT-4 and GPT-3.5 help in model selection?

Testing both models on your specific task lets you compare their answers, speed, and cost to pick the best fit for your needs.

Which model is generally more accurate for complex tasks?

A GPT-3.5

B GPT-4

C Both are equally accurate

D Neither is accurate

GPT-4 is designed to handle complex tasks with higher accuracy than GPT-3.5.

Why might GPT-3.5 be preferred over GPT-4?

A It costs less and is faster

B It is slower

C It has better accuracy

D It understands more complex instructions

GPT-3.5 is often faster and cheaper, making it suitable for simpler tasks.

What is a key factor in deciding between GPT-4 and GPT-3.5?

A Color of the interface

B Programming language used

C Task complexity

D Number of users

Task complexity helps decide which model fits best.

Testing both GPT-4 and GPT-3.5 helps you to:

A Change the model architecture

B Make the models run faster

C Reduce the cost of both models

D Choose the model with the best performance for your task

Testing helps compare performance to pick the best model.

Which model might be better for a simple chatbot with limited budget?

A GPT-3.5

B Both are equally good

C GPT-4

D Neither is suitable

GPT-3.5 is more cost-effective and sufficient for simple chatbots.

Explain how you would decide between using GPT-4 or GPT-3.5 for a new AI project.

Think about what the project needs most and how each model fits.

Describe the main differences between GPT-4 and GPT-3.5 and why those differences matter.

Focus on what each model does better and when to use each.