"I want Llama3 to perform 10x with my private knowledge" - Local Agentic RAG w/ llama3
Advanced RAG 101 - build agentic RAG with llama3
Get free HubSpot report of how AI is redefining startup GTM strategy: https://clickhubspot.com/4hx
🔗 Links
- Follow me on twitter: https://twitter.com/jasonzhou1993
- Join my AI email list: https://www.ai-jason.com/
- My discord: https://discord.gg/eZXprSaCDE
- Corrective RAG agent: https://github.com/langchain-ai/langgraph/blob/main/examples/rag/langgraph_crag_local.ipynbhttps://microsoft.github.io/autogen/blog/2023/10/26/TeachableAgent/
- LlamaParse: https://github.com/run-llama/llama_parse
- Firecrawl: https://www.firecrawl.dev/
- Jerry Liu build production-ready RAG: https://www.youtube.com/watch?v=TRjq7t2Ms5I
⏱️ 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
My name is Jason Zhou, a product designer who shares interesting AI experiments & products. Email me if you need help building AI apps! ask@ai-jason.com
#llama3 #rag #llamaparse #llamaindex #gpt5 #autogen #gpt4 #autogpt #ai #artificialintelligence #tutorial #stepbystep #openai #llm #chatgpt #largelanguagemodels #largelanguagemodel #bestaiagent #chatgpt #agentgpt #agent #babyagi
Get free HubSpot report of how AI is redefining startup GTM strategy: https://clickhubspot.com/4hx
🔗 Links
- Follow me on twitter: https://twitter.com/jasonzhou1993
- Join my AI email list: https://www.ai-jason.com/
- My discord: https://discord.gg/eZXprSaCDE
- Corrective RAG agent: https://github.com/langchain-ai/langgraph/blob/main/examples/rag/langgraph_crag_local.ipynbhttps://microsoft.github.io/autogen/blog/2023/10/26/TeachableAgent/
- LlamaParse: https://github.com/run-llama/llama_parse
- Firecrawl: https://www.firecrawl.dev/
- Jerry Liu build production-ready RAG: https://www.youtube.com/watch?v=TRjq7t2Ms5I
⏱️ 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
My name is Jason Zhou, a product designer who shares interesting AI experiments & products. Email me if you need help building AI apps! ask@ai-jason.com
#llama3 #rag #llamaparse #llamaindex #gpt5 #autogen #gpt4 #autogpt #ai #artificialintelligence #tutorial #stepbystep #openai #llm #chatgpt #largelanguagemodels #largelanguagemodel #bestaiagent #chatgpt #agentgpt #agent #babyagi
