Single-Layer and Multilayer Perceptrons Demo

版本 1.0 (1.7 MB) 作者: Mihaela Jarema
This demo introduces single-layer neural networks, multilayer perceptrons, and corresponding learning algorithms hands-on.
139.0 次下载
更新时间 2021/9/8

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Single-Layer and Multilayer Perceptrons Demo

This MATLAB® demo introduces fundamental concepts of neural networks in an intuitive and hands-on manner, from single-layer neural networks and corresponding learning algorithms, to multilayer perceptrons. It is meant to be used in class or by those interested in an intuitive understanding of these theoretical concepts.

The demo consists of two files:

  • Perceptron.mlapp: an interactive MATLAB app illustrating the perceptron architecture, geometric interpretation, and learned algorithm for provided input parameters.
  • DeepLearningFundamentals.mlx: a MATLAB live script demoing the app in an intuitive, incremental manner.

MathWorks Products (https://www.mathworks.com)

Developed in MATLAB release R2020a, tested in release R2020a and newer.

Getting Started

Follow the workflow described in the live script for examples on using the Perceptron app to introduce fundamental concepts of neural networks.

License

The license for this demo is available in the license.txt file in this GitHub repository.

View Single-Layer and Multilayer Perceptrons Demo on File Exchange

引用格式

Mihaela Jarema (2024). Single-Layer and Multilayer Perceptrons Demo (https://github.com/MathWorks-Teaching-Resources/Single-Layer-Multilayer-Perceptrons-Demo/releases/tag/v1.0), GitHub. 检索来源 .

MATLAB 版本兼容性
创建方式 R2020a
与 R2020a 及更高版本兼容
平台兼容性
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版本 已发布 发行说明
1.0

要查看或报告此来自 GitHub 的附加功能中的问题,请访问其 GitHub 仓库
要查看或报告此来自 GitHub 的附加功能中的问题,请访问其 GitHub 仓库