wimintech / AskPDF

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AskPDF

Project Highlights:

  • Developed a tool to interact with multiple PDFs, extracting text, creating vector representations, and storing them in a vector store. 🤖
  • Ensured the security of API keys to maintain data integrity and operational stability. 📄
  • Utilized OpenAI’s embeddings and Hugging Face’s models for robust natural language processing.🧠
  • Managed environment setup, PDF uploads, text splitting, and embedding creation to optimize tool functionality.🌐

Key Insights:

  • Building a tool for PDF interaction involves extracting text, creating vector representations, and securely storing them for semantic search.🔑
  • Leveraging OpenAI embeddings and Hugging Face’s models enhances natural language processing capabilities.🔑
  • Crucial steps include environment setup, PDF handling, and embedding creation to support effective document-related queries.🔑
  • The tool’s ability to recall context and generate responses showcases advanced functionality through language models and vector representations.🔑
  • Securing API keys is vital to protect sensitive data and ensure seamless tool operation.🔑
  • Streamlit in Python facilitates a user-friendly interface for intuitive tool interaction, enhancing user experience and exploration of additional features.🔑

Working model

pdf reader 1

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Language:Python 100.0%