Generative AI-Powered Intelligent Data Analytics Using AutoML and LLMs

Abstract

The Gen AI Powered Data Analyst System is a web-based intelligent analytics platform designed to automate the complete data analysis pipeline using Machine Learning and Large Language Models (LLMs). The system allows users to upload datasets and automatically performs data preprocessing, feature engineering, exploratory data analysis, visualization, and AutoML model selection. It integrates LLMpowered capabilities to generate dataset insights, explain analytical results, interpret model performance, and assist users with natural language understanding of their data. The application provides interactive visualizations, feature importance analysis, prediction results, and downloadable reports through a userfriendlyStreamlit interface. By combining Machine Learning, Generative AI, and intelligent automation, the system reduces manual effort, accelerates data analysis, and supports accurate, explainable, and data-driven decision-making.