Single-Layer Perceptron ML Frameworks

Educational implementations of basic perceptron algorithms for binary classification tasks. Includes simple feedforward networks with one neuron or single hidden layer. Does NOT include deep neural networks, multilayer perceptrons with 3+ layers, or advanced architectures like CNNs or transformers.

There are 3 single-layer perceptron frameworks tracked. The highest-rated is Jasonnor/Perceptron at 39/100 with 87 stars.

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# Framework Score Tier
1 Jasonnor/Perceptron

Using Java Swing to implement single layer perceptron neural network.

39
Emerging
2 Samuel-Ricardo/Neural-Network-Perceptron-java

Example of using a Perceptron using 1 neuron to find out if it is a living...

26
Experimental
3 notnotmelon/perceptron

Example implementation for a basic machine learning classification algorithm.

14
Experimental