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N-Arm Spiral Dataset

This project aims to provide a method for generating a toy dataset from scratch that cannot be classified by a linear classifier. I decided to generate a spiral inspired by the 2‑arm spiral dataset, but extend it to support more than two arms.

Updated 8/3/2022
github

Description

N-Arm Spiral Dataset Overview

Dataset Purpose

  • Generate a toy dataset that cannot be classified by a linear classifier.
  • Extend from the 2‑Arm Spiral dataset to support more than two arms.

Dataset Applications

  • Demonstrate the difference between linear and nonlinear classifiers.
  • Provide simple shallow multilayer perceptron (MLP) classification examples, comparing linear functions and nonlinear activation functions (e.g., ReLU) in hidden layers.

Dataset Construction Tools

  • Use numpy to construct the dataset.
  • Use matplotlib for visualization.
  • Use PyTorch for classifier implementation.

License

  • This project follows the BSD license.

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Topics

Non‑linear Classification
Pattern Recognition

Source

Organization: github

Created: 10/26/2018

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