Completion of Master’s Degree Thesis in Data Mining and Artificial Intelligence

Created on October 20, 2022

2022

I am delighted to announce the completion of my master’s degree thesis at the Virtual University of Burkina Faso, specializing in Data Mining and Artificial Intelligence. This significant milestone marks the culmination of rigorous research and dedication, and I am profoundly grateful for the guidance and support I received throughout this journey.

Under the expert supervision of Dr. Rodrique Kafando and Dr. Tegadwende Bissyande, my thesis focused on applying Retrieval-Augmented Generation (RAG) methods for legal text data retrieval and accessing them through a chatbot interface. This research aimed to enhance the efficiency and accuracy of retrieving legal information, making it more accessible to users without specialized legal knowledge.

The primary objectives of my research included:

  • Development of RAG Methods: Implementing advanced RAG techniques to improve the retrieval of relevant legal texts from extensive databases.
  • Integration with Chatbot Systems: Designing a user-friendly chatbot interface that allows users to interactively access legal information.
  • Evaluation of System Performance: Assessing the performance of the proposed system in terms of accuracy, response time, and user satisfaction.
  • Enhancing Accessibility: Ensuring that the system is accessible to a wide range of users, including those without a legal background.

This research contributes to the broader field of artificial intelligence by demonstrating the potential of RAG methods in specialized domains such as legal studies. It also highlights the importance of making complex information systems more user-friendly and accessible.

Key Contributions

       
  • Implementation of advanced RAG techniques for legal text retrieval
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  • Development of a chatbot interface for interactive legal information access
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  • Comprehensive evaluation of system performance and user satisfaction
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  • Enhancement of accessibility for non-specialist users

I would like to express my deepest gratitude to Dr. Rodrique Kafando and Dr. Tegadwende Bissyande for their invaluable guidance and support throughout this project. Their expertise and encouragement were instrumental in the successful completion of my thesis. I would also like to thank my family, friends, and colleagues for their unwavering support and encouragement.

Completing this thesis has been a challenging yet rewarding experience. It has equipped me with valuable skills and knowledge that I will carry forward into my future academic and professional endeavors.

Education is the most powerful weapon which you can use to change the world. —Nelson Mandela

Thank you to everyone who has been a part of this journey. I look forward to continuing to contribute to the field of Data Mining and Artificial Intelligence and exploring new opportunities for research and innovation.