sujee.dev

Generative AI

Posts

Vector Search With MongoDB and OpenAI

We use MongoDB as a vector storage. And perform a vector search on text of movie descriptions - search for meaning, not just keywords.

Example searches like “relationship drama between two good friends”, “where humans fight aliens”

Tutorial at Mongodb.com

Getting Started With MongoDB Atlas and Python

Quickstart to get MontoDB Atlas setup with python client.

Tutorial at Mongodb.com

Projects / Code

Doing Vector Search with MongoDB Atlas + OpenAI

vector search with mongodb atlas + openai

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Working with embedding models

working with embedding models

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Comparing Vector Search Results Across Various Embedding Models

Comparing vector search results across various embedding models

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Election Chatbot

Answers questions about upcoming elections

election-chatbot

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Data Validataion with LLM

Use LLMs to verify data

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Running LLMs locally

Using llama-cpp API: test-local-llm-llama-cpp.ipynb

Using llama-index API: test-local-llm-llama-index.ipynb

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RAG

RAG allows us to search our documents using LLMs

rag-1

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