Difference between Week1 - few shot inference and week2 - instruction fine tuning

Course Q&A Generative AI with Large Language Models
1

What is the difference between Week1 Prompt Engineering - few shot inference and week 2 - instruction fine tuning ?

2

Prompt tuning doesnt change the model’s weights, while fine tuning it does, in some way or another.