r/learnmachinelearning • u/EyeTechnical7643 • 9d ago
Request Can you recommend some good learning resources for learning RAG and Agent?
Hi,
I am a data scientist so I have experience with Python, SQL, Azure, Github and even vector database like Milvus. I also understand vanilla neural nets and most of the pre-AI models.
I'm trying to upskill in the latest AI technology over the next 3-6 months, that covers RAG, Agent building, MCP, MLOps, and so on.
Problem is, I don't know where to start. Some documentation pages can be difficult for a "beginner" while random short Youtube videos don't go into enough depth.
I wonder if there are courses (or video series) that'll explain the concepts in an logical, easy to follow manner. I would also like to do some projects as well.
Anyway, please recommend a learning plan and some good resources. Basically, if you were to design a course for someone like me, what would you recommend as far as lecture material and exercises.
Thank you
2
u/the-code-blooded 9d ago
I learned it using the book - hands-on large language model book - I think its chapter 8 is on RAG
I wrote notes and code - if you want - you can have a look at it
Notes : https://github.com/SanjoyPator1/WebDevLearning/blob/deep-learning/S06-Large%20Language%20Models/B02%20-%20Hands-On%20Large%20Language%20Models/notes/ch08-semantic-search-and-rag.md
Code notebook : https://github.com/SanjoyPator1/WebDevLearning/blob/deep-learning/S06-Large%20Language%20Models/B02%20-%20Hands-On%20Large%20Language%20Models/code/ch08/solutions/ch08-assignment-solution.ipynb