# Week 5 - RAG and Agents

{% embed url="<https://drive.google.com/file/d/18VsrKSqNFaWeWsL24ULFrNnwpghpdwJZ/view?usp=sharing>" %}

### This week you will...

* Learn about Retrieval augmented generation
* Agents

### Learning Resources

* Watch OpenAIs Tips and Tricks on RAG and Finetuning

{% embed url="<https://www.youtube.com/watch?v=ahnGLM-RC1Y>" %}

* Get to know Openai Function calling

{% embed url="<https://www.youtube.com/watch?v=7oZKIwz2wk8>" %}

{% embed url="<https://www.youtube.com/watch?v=dgV4WFisK5Y>" %}

## Until next week you should...

* [x] further investigate your dataset characteristics as described [here](https://github.com/opencampus-sh/ml-project-template/blob/main/1_DatasetCharacteristics/INSTRUCTIONS.md).
* [x] be prepared for a presentation of your dataset characteristics.
* [x] do [this short course](https://www.deeplearning.ai/short-courses/evaluating-debugging-generative-ai/) by Deeplearning.AI and Weights & Biases on how to use the Weights & Biases framework to track and evaluate your model results.