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hello everyone have you ever thought of unveiling insights from your unstructured data such as PDF documents lets go a step over and see how we can start chatting with your PDF documents using Amazon open search Service as the vector database I am Praveen Mohan working as an analytics specialist with AWS so now we will look into a short demo on a chart-based web application where you can simply start uploading your PDF documents and ask questions based upon the PDF content and let Amazon open search service to answer them this is the web application with the chat interface I have hosted this on an ec2 instance and the web UA is built with streamlit so this left panel you can simply start browsing your files from a local system and upload the PDFs to the application and once the processing is over you can simply start asking questions so for the demo I will be using two PDF documents as a knowledge base so well just have a quick look on those documents one talks about the operational