Knowledge Graphs using LLMs

Structuring unstructured data using OCR, LLMs, and Knowledge Graph techniques.

Extracted and structured information from unstructured documents using OCR and Large Language Models (LLMs).

  • Preprocessed 1000+ unstructured recipe documents and PDFs using OCR to extract raw text.
  • Developed Python scripts to parse and standardize ingredient and recipe data.
  • Converted structured data into knowledge graphs using LLMs (GPT-4, Mistral).
  • Designed and optimized ETL pipelines to automate data flow, reducing processing time by 40%.
  • Explored graph-based representations to enhance information retrieval and semantic search.