AI Model Builder

AI Model Builder

Akhil Nilavan M

Department of Artificial Intelligence

and Machine Learning Sri Shakthi Institute of Engineering and Technology Coimbatore,India

akhilnilavanm@gmail.com

Anushri M

Department of Artificial Intelligence

and Machine Learning Sri Shakthi Institute of Engineering and Technology Coimbatore India

anu20050305@gmail.co m

Deepika N

Department of Artificial Intelligence

and Machine Learning Sri Shakthi Institute of

Engineering and Technology Coimbatore,India deepikanallayan@gmail.com

Kirthikaa M K

 Department of Artificial Intelligence

and Machine Learning Sri Shakthi Institute of Engineering and Technology Coimbatore,India

kirthimahendhran@gmail.co m

Mrs Hemalatha S

Department of Artificial Intelligence And Machine Learning

 Sri Shakthi Institute of Engineering and Technology Coimbatore,

 India hemalathas@siet.ac.in

Abstract—
In the evolving landscape of data-driven decision-making, the need for accessible and automated machine learning tools is more pressing than ever. This paper presents a comprehensive framework for an AI Model Builder, a no-code, local machine learning playground designed to simplify predictive modeling for users with little to no technical background. The system enables users to upload datasets, select target variables, and automatically identify the problem type (classification or regression). It further performs intelligent data preprocessing, model selection, and evaluation using popular machine learning algorithms. By offering a visual and interactive environment, the AI Model Builder empowers users to derive actionable insights from their data without writing a single line of code. This project enhances understanding of AI among beginners, reduces dependency on cloud services, preserves data privacy, and accelerates data exploration and analysis.

Keywords—
Artificial Intelligence (AI), Machine Learning, AutoML, Data Preprocessing, Classification, Regression, Model Evaluation, No-Code ML, Data Visualization