GenAI - Powered Personal Finance Consultant: Integrating Machine Learning and Generative AI for Personalized Financial Recommendations and Literacy Enhancement

The growing difficulty of financial management necessitates intelligent and accessible solutions. This work introduces a new artificial intelligence-powered personal finance consultant combining explainability based on Llama-based generative artificial intelligence with machine learning (ML) for investment prediction. By means of interactive AI-driven insights, the system improves financial literacy and offers customized financial suggestions. Our method seeks to close the distance between conventional financial advising services and user-friendly, AI-driven solutions by combining predictive analytics with natural language explanations. The suggested solution is meant to be easily available to a larger audience, transparent, and reasonably priced. To enhance the accuracy and robustness of the model, real-time financial data has been collected, and synthetic data has been generated using Generative Adversarial Networks (GAN) to improve the input quality for investment predictions.

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Publication Details

Published
2025-04-17
DOI
https://doi.org/10.1109/icdsbs63635.2025.11031897
Primary Topic
Impact of AI and Big Data on Business and Society
Type
article
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article

GenAI - Powered Personal Finance Consultant: Integrating Machine Learning and Generative AI for Personalized Financial Recommendations and Literacy Enhancement

M. Suganya, S. Ganesh Kumar, Syed Ismail Abdul Lathif, R. S. C. Jayaraj
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Impact of AI and Big Data on Business and Society
article

GenAI - Powered Personal Finance Consultant: Integrating Machine Learning and Generative AI for Personalized Financial Recommendations and Literacy Enhancement

M. Suganya, S. Ganesh Kumar, Syed Ismail Abdul Lathif, R. S. C. Jayaraj
article en

Abstract

The growing difficulty of financial management necessitates intelligent and accessible solutions. This work introduces a new artificial intelligence-powered personal finance consultant combining explainability based on Llama-based generative artificial intelligence with machine learning (ML) for investment prediction. By means of interactive AI-driven insights, the system improves financial literacy and offers customized financial suggestions. Our method seeks to close the distance between conventional financial advising services and user-friendly, AI-driven solutions by combining predictive analytics with natural language explanations. The suggested solution is meant to be easily available to a larger audience, transparent, and reasonably priced. To enhance the accuracy and robustness of the model, real-time financial data has been collected, and synthetic data has been generated using Generative Adversarial Networks (GAN) to improve the input quality for investment predictions.

SRM Institute of Science and Technology (IN)
Quality Education
Openalex Percentile: Top 83%
Impact of AI and Big Data on Business and Society
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