{"id":34248129,"url":"https://github.com/pro-2684/pr-ml","last_synced_at":"2026-01-13T14:01:36.498Z","repository":{"id":328907084,"uuid":"1081048082","full_name":"PRO-2684/pr-ml","owner":"PRO-2684","description":"Ground-up implementations of neural network and SVM for classifying MNIST dataset","archived":true,"fork":false,"pushed_at":"2025-11-24T05:09:48.000Z","size":13082,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2025-12-19T16:44:50.090Z","etag":null,"topics":["algebra","algorithm","mnist","multiclass-classification","neural-network","rust","svm"],"latest_commit_sha":null,"homepage":"","language":"Rust","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/PRO-2684.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,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2025-10-22T08:32:04.000Z","updated_at":"2025-11-24T05:10:35.000Z","dependencies_parsed_at":null,"dependency_job_id":null,"html_url":"https://github.com/PRO-2684/pr-ml","commit_stats":null,"previous_names":["pro-2684/pr-ml"],"tags_count":1,"template":false,"template_full_name":null,"purl":"pkg:github/PRO-2684/pr-ml","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PRO-2684%2Fpr-ml","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PRO-2684%2Fpr-ml/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PRO-2684%2Fpr-ml/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PRO-2684%2Fpr-ml/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/PRO-2684","download_url":"https://codeload.github.com/PRO-2684/pr-ml/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PRO-2684%2Fpr-ml/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28387596,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-13T13:42:20.960Z","status":"ssl_error","status_checked_at":"2026-01-13T13:42:03.276Z","response_time":56,"last_error":"SSL_read: 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":["algebra","algorithm","mnist","multiclass-classification","neural-network","rust","svm"],"created_at":"2025-12-16T08:04:20.437Z","updated_at":"2026-01-13T14:01:36.476Z","avatar_url":"https://github.com/PRO-2684.png","language":"Rust","readme":"# pr-ml\n\n[![GitHub License](https://img.shields.io/github/license/PRO-2684/pr-ml?logo=opensourceinitiative)](https://github.com/PRO-2684/pr-ml/blob/main/LICENSE)\n[![GitHub Workflow Status](https://img.shields.io/github/actions/workflow/status/PRO-2684/pr-ml/release.yml?logo=githubactions)](https://github.com/PRO-2684/pr-ml/blob/main/.github/workflows/release.yml)\n[![GitHub Release](https://img.shields.io/github/v/release/PRO-2684/pr-ml?logo=githubactions)](https://github.com/PRO-2684/pr-ml/releases)\n[![GitHub Downloads (all assets, all releases)](https://img.shields.io/github/downloads/PRO-2684/pr-ml/total?logo=github)](https://github.com/PRO-2684/pr-ml/releases)\n[![Crates.io Version](https://img.shields.io/crates/v/pr-ml?logo=rust)](https://crates.io/crates/pr-ml)\n[![Crates.io Total Downloads](https://img.shields.io/crates/d/pr-ml?logo=rust)](https://crates.io/crates/pr-ml)\n[![docs.rs](https://img.shields.io/docsrs/pr-ml?logo=rust)](https://docs.rs/pr-ml)\n\n\u003e [!NOTE]\n\u003e This project is primarily used as my handin for Pattern Recognition \u0026 Machine Learning course.\n\nGround-up implementations of the following methods for classifying MNIST dataset:\n\n- [x] Neural Network\n- [x] Linear SVM\n- [x] Kernel SVM\n\n## 📥 Installation\n\n### Using [`binstall`](https://github.com/cargo-bins/cargo-binstall)\n\n```shell\ncargo binstall pr-ml\n```\n\n### Downloading from Releases\n\nNavigate to the [Releases page](https://github.com/PRO-2684/pr-ml/releases) and download respective binary for your platform. Make sure to give it execute permissions.\n\n### Compiling from Source\n\n```shell\ncargo install pr-ml\n```\n\n## 💡 Examples\n\nTODO\n\n## 📖 Usage\n\nTODO\n\n## 🎉 Credits\n\n- [Backpropagation, intuitively | Deep Learning Chapter 3](https://www.youtube.com/watch?v=Ilg3gGewQ5U)\n- [Backpropagation calculus | Deep Learning Chapter 4](https://www.youtube.com/watch?v=tIeHLnjs5U8)\n- [`nalgebra` - Linear algebra library for Rust](https://www.nalgebra.rs/)\n- [Support vector machine - Wikiwand](https://www.wikiwand.com/en/articles/Support_vector_machine)\n- [Learning: Support Vector Machines](https://www.youtube.com/watch?v=_PwhiWxHK8o)\n\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpro-2684%2Fpr-ml","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fpro-2684%2Fpr-ml","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpro-2684%2Fpr-ml/lists"}