'I want Llama3 to perform 10x with my private knowledge' - Local Agentic RAG w/ llama3

Advanced RAG 101 - build agentic RAG with llama3

🔗 Links

⏱️ Timestamps
0:00 Intro
1:33 How to give LLM knowledge
3:05 Problem with simple RAG
5:55 Better Parser
9:01 Chunk size
11:40 Rerank
12:39 Hybrid search
13:10 Agentic RAG - Query translation
14:35 Agentic RAG - metadata filtering
15:52 Agentic RAG - Corrective RAG agent
17:33 Install LLama3
18:00 Code walkthrough

👋🏻 About Me

#llama3 #rag #llamaparse #llamaindex #gpt5 #autogen #gpt4 #autogpt #ai #artificialintelligence #tutorial #stepbystep #openai #llm #chatgpt #largelanguagemodels #largelanguagemodel #bestaiagent #chatgpt #agentgpt #agent #babyagi

[Jim-eyry]

This is prob one of the best RAG video I've seen, so many learnings in 20 mins

[shyamvai]

One of the most informative RAG videos I’ve seen. Can’t wait to see more from your channel.

[CynicalWilson]

Holy crap! This gave me such amazing background knowledge, love it! Now, what would be extra cool, would be if you could do a real "hands-on" type of workshop to go through it all by setting up the environment completely, including the actual training/RAG implementation of a set of various document types (PDF, excel, website etc..) to extend a locally running llama 3 instance 😊

[titusblair]

Yet again an amazing tutorial, thanks so much Jason!

[kenchang]

Man, your videos keep getting better every time I look. You have a great mind and your presentation is excellent. Thank you very much, again, for sharing!

[kaushalbhavsarrocks]

Really well done, sir! To the point and informative. I wish people just made videos like you do. Hats off!

[starmap]

Great content! Thanks for putting in the effort. Will use this.

[FightFlixTv]

This is the best RAG video on the internet, awesome job, no fluff, high complexity but easy to understand, nice work

[MyAmazingUsername]

Really great tutorial, teaches a lot in very short time! Thanks!

[PIOT]

What a great video! Thanks for sharing your knowledge

[seventhapex]

dude... great video! Thanks for the knowledge!

[fredygerman_]

You always amaze me by the amount of knowledge I get from your videos

[NdxtremePro]

Thanks for this video! You explained the over arching idea very well, and thanks for the idea.

[contractorwolf]

Jason, I watch a lot of AI videos but I learn the most from yours. I am actually excited everytime i see you have put another one out. Keep up the great work!

[heliolucio]

This is the best RAG video that I saw, I current work with it so I can say: this video is GOLD, enjoy everybody! And thank you so much, man.

[jasonfinance]

Didn't know about the Agentic RAG techniques, thanks for sharing!! That's definitely a trade off between speed & quality, but good to have the option

[bruinx]

Excellent video! I don't have much experience with RAG and this was sooo helpful!

[jamesrruff]

I appreciate your generosity in taking the time to break this down. Thank you.

[seba]

you won a new subscriber with this superb video! thanks a lot for sharing all the know how

[scottmiller]

1) The link for the corrective RAG agent had an extra URL attached at the end which caused it to fail; manually tracing the link got me to the proper location
2) LlamaParse looks like a wonderful tool, since I have a lot of documents with equations, and I really need it to grab equations, if for no other reason than to return them. Unfortunately, LlamaParse requires an API key and seems to send PDFs off for processing, something that others have noted and there is an open issue from 2 weeks ago. As of 3 hours ago, it's still an open issue - clearly most companies don't want to send internal docs out of house. Hopefully this gets resolved soon.
3) Really liked your presentation - easy to follow every step with the provided materials.