Embedding and Categorizing Experiences Using a Vector Database and LangChain React Agent

[mraguth]

I have a text file named rec.txt containing a list of my experiences, though they are arranged irregularly, and some entries are duplicated. I want to process this text file to:

1. Read and clean the data: Remove duplicates and format the text.
2. Embed the experiences: Convert the text into embeddings using a model.
3. Store embeddings in a vector database: As the data is large, I want to efficiently store it in a vector database.
4. Retrieve and classify experiences: Use a LangChain React agent to query the vector database and categorize the retrieved experiences under appropriate categories.