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A Comprehensive Data Augmentation Python Toolkit for Deep Learning.

Project description

SeisAug: A Comprehensive Data Augmentation Python Toolkit for Deep Learning

The SeisAug toolkit addresses a significant challenge in seismological studies: the limited availability of region- and depth-specific labeled data. This scarcity poses a preliminary drawback when applying deep learning and machine learning techniques. To enhance model performance, we propose data augmentation as a simple yet effective solution.

Introduction

SeisAug is a Python package designed to facilitate data augmentation for seismology and earthquake-related deep learning tasks.

Features

  • Supports various data augmentation techniques
  • Easy to use and integrate with existing workflows
  • Compatible with popular deep learning frameworks

Installation

pip install seisaug

[email]: isr3aiml@gmail.com

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