About the Project
Project Overview
This application aims to retrieve relevant information from Wikipedia efficiently and provide answers in a conversational style. Utilizing Python, the OpenAI API, LangChain, and FAISS, the system is designed to handle queries and return answers that leverage Wikipedia's vast repository of knowledge.
Skills Used
- Python
- OpenAI API
- LangChain
- FAISS
Problem Identification
Retrieving relevant information from Wikipedia efficiently and providing answers in a conversational style posed significant challenges due to the unstructured nature of natural language and the vast amount of data.
Mission
To create a retrieval system that uses advanced NLP models to answer questions based on Wikipedia articles, making information access more interactive and user-friendly.
Challenges Faced
Handling large datasets, integrating LangChain for efficient retrieval, and maintaining a conversational tone were major technical hurdles that required innovative solutions and optimizations.
Outcome
The application successfully answers questions using conversational retrieval techniques, providing a user-friendly interface that simplifies the process of obtaining information from Wikipedia.