2025 / Time Series

Earthquake Magnitude Prediction with ML and Optuna

Earthquake magnitude prediction using ML models with Optuna and Gradio

Primary URL projects/earthquake-magnitude-prediction-with-ml-and-optuna/

Owner Kholipha Ahmmad Al-Amin

Best query match Earthquake Magnitude Prediction with ML and Optuna 2025

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Project overview

A comprehensive earthquake magnitude prediction system using CatBoost, XGBoost, LightGBM with Optuna hyperparameter optimization and a Gradio web interface.

Key capabilities

Multiple advanced ML models (CatBoost, XGBoost, LightGBM)

Optuna hyperparameter optimization

Interactive Gradio interface

Model performance comparison

Technology stack

Python

CatBoost

XGBoost

LightGBM

Optuna

Scikit-learn

Gradio

Pandas

NumPy

Resources

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Open resource

Related internal pages

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