Document Analysis with LLM

Split documents into passages and generate questions and answers.

• Extracts text from PDF.
• Summarizes entire document using an Open source LLM.
• Splits document into sentences using the nltk library.
• Generates for each sentence using LLM.
• Answers question from passage.

Document RAG analysis with open source LLM

Uses RAG to answer questions from document.

• Loads text documents and split into chunks using langchain text splitters library.
• Create embeddings from chunks using transformers and all-MiniLM-L6-v2 model.
• Creates a vector store to store embeddings with fiass library.
• Answers questions from document by searching for closest embeddings and passing it to an open source question answering LLM.

AI Resume Screener with Ollama & LLama3

• Analyzes a resume against a job description
• Returns a summary if resume is fit for the role or not.

A web search tool with Ollama

• Calls a tool using Ollama and llama3.1 to search the web for result