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Rust ML Toolkit

Rust Machine Learning Toolkit from scratch

manager_main

Purpose

  • I created this project to study deep in ml.
  • I wanted to learn how various frameworks work.

Concept

  • This project has 3 parts like below

1. Core

the core feature of toolkit. implementation of matrix, neural network, and various internal methods for that

2. Adapter

provide utility feature to user by interacting with core and manipulating data

3. Manager

GUI layer of project interact with user

This project includes

i will call neural network as NN.

1. Core

1.1 NN & matrix

  1. matrix operations
  2. CRUD

1.2 learning methods

  1. finite difference
  2. back propagation

2. Adapter

1. Context & Session

manage state of model (NN) save or load model or dataset

2. image

convert img to 2d matrix and vice versa

png2mat

3. GUI manager

  1. cost info

    cost_view

  2. network view & node state info

    node_view

How to run this project?

clone this project and just

cargo run

will launch the GUI manager