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Quantum Mind

AI-Powered FAQ Generation from Web Scraped Data

INTRODUCTION

To develop a system that extracts text data from a given website URL and utilizes it to generate answers for user queries using an AI model.

CHALLENGE's

  • Handling Diverse Website Structures
  • Data Quality and Consistency
  • Labor-intensive & manual categorization of medical reports, prescriptions, and test results.
  • Maintaining high data quality and consistency across the extraction and ingestion processes.
  • Data Conversion Accuracy
  • Scalability
  • Ensuring the conversion process accurately maps JSON to Vectara’s required format.
  • Ensuring the system can handle large-scale data extraction and processing without performance degradation.
  • API Integration
  • Seamlessly integrating OpenAI and Vectara APIs for smooth data processing and storage.

Project Scope

  • The project included Data Extraction, Data Ingestion, Data Management
  • Extract content from websites based on specified criteria such as depth and link inclusion/exclusion.
  • Convert extracted data into a format compatible with Vectara and enrich it with additional information using OpenAI.
  • Store, manage, and query the enriched data effectively within Vectara.

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