Hack4Hack

Signal Hunters – ML Classification

An ensemble ML model for classifying astronomical signals using deep learning.

Built at ML Challenge Hack4Hack 2026

Team 8bit: Parth Kulkarni, Madhura Padalkar

Built with Python, Google Colab, PyTorch, NumPy, Pandas, Scikit-learn

About the project

Our solution uses an ensemble of CNN models and multiple global models to classify astronomical signals. We combine model predictions using weighted probability averaging to improve classification performance.

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