https://github.com/yusufocaliskan/rust-neural-network

A simple neural network in Rust to solve the XOR problem.
https://github.com/yusufocaliskan/rust-neural-network

neural-network rust-lang xor-neural-network

Last synced: about 1 month ago
JSON representation

A simple neural network in Rust to solve the XOR problem.

• Host: GitHub
• URL: https://github.com/yusufocaliskan/rust-neural-network
• Owner: yusufocaliskan
• License: mit
• Created: 2024-09-22T10:47:33.000Z (3 months ago)
• Default Branch: main
• Last Pushed: 2024-11-20T22:22:27.000Z (about 1 month ago)
• Last Synced: 2024-11-20T23:25:41.263Z (about 1 month ago)
• Topics: neural-network, rust-lang, xor-neural-network
• Language: Rust
• Homepage:
• Size: 21.5 KB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

        
# Neural Network with Rust

This project implements a simple neural network in Rust to solve the XOR problem. The neural network is capable of training itself using the backpropagation algorithm.

Use the fallowing command to get the static result

```shell

cargo run

```

XOR Test Result:

```shell

cargo test xor_test_nn

//to display the result

cargo test xor_test_nn -- --nocapture

```

```shell

    Test XOR [0-0] -> 0.07447127026483495

    Test XOR [0-1] -> 0.9442157962753881

    Test XOR [1-0] -> 0.9427510736015517

    Test XOR [1-1] -> 0.047543707694473566

```

AND

```shell

cargo test and_test_nn

//to display the result

cargo test and_test_nn -- --nocapture

```

```shell

Question for And --> 0-0 : [

    0.006176246532957251,]

Question for And --> 0-1 : [

    0.02496336563462987, ]

Question for And --> 1-0 : [

    0.023030271958667296,]

Question for And --> 1-1 : [

    0.966386645374941,

]

```

NAND

```shell

cargo test nand_test_nn

//to display the result

cargo test nand_test_nn -- --nocapture

```

```shell

Question for NAnd --> 0-0 : [

    0.9938314990590297,]

Question for NAnd --> 0-1 : [

    0.9796065695507552,]

Question for NAnd --> 1-0 : [

    0.9777487513661111,]

Question for NAnd --> 1-1 : [

    0.02887171712103688,]

```