Store embeddings in Pinecone
Course Content
0 / 22 completedWhat you should know about AI and JavaScript
Building context-aware AI tools with custom knowledge bases
Set up the project
The importance of embeddings in generative AI
Pair embeddings with related text
Create embeddings with OpenAI
Solution Chunk text and create embeddings
Challenge Chunk text and create embeddings
Text chunking for embeddings
Set up a vector database with Pinecone
The power of vector databases
Store embeddings in Pinecone
Challenge Insert and retrieve data from Pinecone
What is semantic search
Solution Insert and retrieve data from Pinecone
Send queries to Pinecone
Retrieval-augmented generation (RAG)
Create replies and manage messages with OpenAI
Form a reply from multiple database matches
Handling errors
Enhance the AI's context awareness
Next steps