The purpose of this chatbot is to serve as a tailored virtual assistant and answer questions
based on Graph, JSON, and NoSQL data formats. It should be easy to add data in these
formats for a non-technical user.
You will need to mock and label your own Graph, JSON, and NoSQL data for this project.
Key Responsibilities:
Develop an AI chatbot that can take a natural language question and Graph and JSON data (i.e. website data) as input and output will be long form answers about the website, like use and navigation instructions
Develop an AI chatbot that converts natural language input into MongoDB queries and analysis.
Ensure the chatbot can self-train and adapt to evolving data structures and query types.
Integrate feedback mechanisms to continuously improve chatbot performance
Key Queries Related to the Model:
Self-Training Models: Outline the strategy for enabling continuous self-training of the model to adapt to changing user needs and query patterns.
Model Correction for Scalability: Explain the methodology for fine-tuning the model in response to database growth, such as increasing collections. Describe the approach for ensuring scalability and compatibility with new MongoDB collections.
Feedback Integration: Detail the process for incorporating user feedback into the model's learning algorithm to enhance accuracy and relevance.
Considerations:
Building the Basic Chatbot:
Develop an initial chatbot using Python and integrate it with an in-house NLP/LLM model. You can sample MongoDB data from MongoDB Atlas Sample Data.
Ensure the chatbot processes simple questions and generates accurate MongoDB queries.
Implement error checking and validation mechanisms for user inputs.
Enhancing the ChatBot:
Improve the chatbot to manage more complex and varied user queries.
Optimize the NLP model and MongoDB query generation for enhanced accuracy and efficiency.
Perform rigorous testing with a diverse range of queries to ensure robust performance.
Experience the future of user interaction with our Data-Integrated Chatbot! Elevate your user experience and streamline data-driven interactions. Contact us now to embark on your AI development journey