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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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