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Cover image for AutoML Lite: A Simple and Lightweight AutoML Tool
Sherin Joseph Roy
Sherin Joseph Roy

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AutoML Lite: A Simple and Lightweight AutoML Tool

Many developers want to try machine learning but feel stuck because most AutoML tools are heavy and slow. AutoML Lite solves this by giving you a clean, fast, and easy way to train and compare models on a normal laptop.

AutoML Lite trains multiple models, handles preprocessing, and shows performance metrics like accuracy, recall, and F1 score. Supported models include RandomForest, XGBoost, SVM, Logistic Regression, KNN, and Decision Tree. It is built for students, founders, and developers who want quick experiments without complex setup.

Repo link:
https://github.com/Sherin-SEF-AI/AutoML-Lite

Why This Project Matters

Works on low end laptops

Reduces confusion around model selection

Helps you learn how different ML models behave

Easy to extend with new algorithms

Great for prototyping and quick testing

Author

Sherin Joseph Roy
Co-Founder and builder at DeepMost AI
Works on AI tools, safety tech, developer tools, and open source projects. Passionate about building lightweight and practical ML systems for real world use.

GitHub: https://github.com/Sherin-SEF-AI

Website: https://sherinjosephroy.link

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