{"id":18744932,"url":"https://github.com/ds1sqe/rust_ml_toolkit","last_synced_at":"2026-02-07T06:31:09.426Z","repository":{"id":200484005,"uuid":"696629706","full_name":"ds1sqe/rust_ml_toolkit","owner":"ds1sqe","description":"Rust Machine Learing Toolkit from scratch","archived":false,"fork":false,"pushed_at":"2024-12-18T04:47:40.000Z","size":6692,"stargazers_count":2,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"develop","last_synced_at":"2025-04-02T11:22:36.733Z","etag":null,"topics":["deep-learning","egui","framework","machine-learning","neural-network","rust","toolkit"],"latest_commit_sha":null,"homepage":"","language":"Rust","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"gpl-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/ds1sqe.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2023-09-26T06:13:37.000Z","updated_at":"2024-12-18T04:47:45.000Z","dependencies_parsed_at":null,"dependency_job_id":"8e56f6b6-32a0-436e-b9cf-5a6c30915da8","html_url":"https://github.com/ds1sqe/rust_ml_toolkit","commit_stats":null,"previous_names":["ds1sqe/ml_in_rust"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/ds1sqe/rust_ml_toolkit","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ds1sqe%2Frust_ml_toolkit","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ds1sqe%2Frust_ml_toolkit/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ds1sqe%2Frust_ml_toolkit/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ds1sqe%2Frust_ml_toolkit/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ds1sqe","download_url":"https://codeload.github.com/ds1sqe/rust_ml_toolkit/tar.gz/refs/heads/develop","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ds1sqe%2Frust_ml_toolkit/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":29188226,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-02-07T05:07:31.176Z","status":"ssl_error","status_checked_at":"2026-02-07T05:06:15.227Z","response_time":63,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.6:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["deep-learning","egui","framework","machine-learning","neural-network","rust","toolkit"],"created_at":"2024-11-07T16:16:19.223Z","updated_at":"2026-02-07T06:31:09.410Z","avatar_url":"https://github.com/ds1sqe.png","language":"Rust","readme":"# Rust ML Toolkit\n\nRust Machine Learning Toolkit from scratch\n\n![manager_main](./doc/img/manager_main.png)\n\n## Purpose\n\n- I created this project to study deep in ml.\n- I wanted to learn how various frameworks work.\n\n## Concept\n\n- This project has 3 parts like below\n\n### 1. Core\n\nthe core feature of toolkit.\nimplementation of matrix, neural network,\nand various internal methods for that\n\n### 2. Adapter\n\nprovide utility feature to user\nby interacting with core and\nmanipulating data\n\n### 3. Manager\n\nGUI layer of project\ninteract with user\n\n## This project includes\n\ni will call neural network as NN.\n\n### 1. Core\n\n#### 1.1 NN \u0026 matrix\n\n1.  matrix operations\n2.  CRUD\n\n#### 1.2 learning methods\n\n1.  finite difference\n2.  back propagation\n\n### 2. Adapter\n\n#### 1. Context \u0026 Session\n\nmanage state of model (NN)\nsave or load model or dataset\n\n#### 2. image\n\nconvert img to 2d matrix and vice versa\n\n![png2mat](./doc/img/png2mat.png)\n\n### 3. GUI manager\n\n1.  cost info\n\n    ![cost_view](./doc/img/cost_view.gif)\n\n2.  network view \u0026 node state info\n\n    ![node_view](./doc/img/node_view.gif)\n\n# How to run this project?\n\nclone this project and just\n\n```bash\ncargo run\n\n```\n\nwill launch the GUI manager\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fds1sqe%2Frust_ml_toolkit","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fds1sqe%2Frust_ml_toolkit","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fds1sqe%2Frust_ml_toolkit/lists"}