AutoStream: Your All-in-One Data Science Assistant Using LLM
Sowmiya R
Assistant Professor,
Department of Artificial Intelligence and Data Science SNS College of Engineering Coimbatore, India sowmiyar272@gmail.com
P. Sumathi
Head of Department,
Department of Artificial Intelligence and Data Science
SNS College of Engineering Coimbatore, India
psumathi.it@gmail.com
Lavanya A K
Student, Department of Artificial Intelligence and
Data Science SNS College of Engineering C
oimbatore, India lavanya.ak..ad.2021@snsce.ac.in
Mohammed Afsal V P Student,
Department of Artificial Intelligence and Data Science
SNS College of Engineering
Coimbatore, India
mohdafzaal6097@gmail.com
Mohammed Rahees P Student,
Department of Artificial Intelligence and Data Science
SNS College of Engineering
Coimbatore, India
mohammedrahees4850@gmail.com
Gokul C H
Student, Department of Artificial Intelligence and Data Science
SNS College Of Engineering
Coimbatore, India
gokulkannang47@gmail.com
ABSTRACT: In today's data-driven world, businesses and analysts face significant challenges in extracting actionable insights from large datasets, particularly CSV files, without advanced technical expertise. AutoStream addresses this gap by offering an intuitive, local-first platform designed to empower users of all skill levels. By simplifying data exploration, the platform allows seamless uploading of CSV files, automatic generation of key insights, and interactive visualization tools for in-depth analysis — all without writing a single line of code.Built with user-centric design and extensibility in mind, AutoStream eliminates the complexities of manual data processing and empowers faster, smarter decision-making. Features like natural language data querying (powered by Mistral + PandasAI), one-click EDA reports (via Sweetviz), AutoML capabilities (with PyCaret), and SHAP-based explainability tools help users navigate their data with ease and confidence.With everything running securely on the user’s local machine, Auto Stream is ideal for sensitive or enterprise environments where privacy is paramount. This innovative platform not only saves time but also bridges the gap between raw data and strategic insight.
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Keywords: Solution Overview, Core Feature,Problem Addressed, User- centric diesgn
