{"id":22066381,"url":"https://github.com/jaketae/ml-from-scratch","last_synced_at":"2025-10-11T16:31:35.715Z","repository":{"id":100151061,"uuid":"248080072","full_name":"jaketae/ml-from-scratch","owner":"jaketae","description":"Machine learning algorithms implemented from scratch with NumPy","archived":false,"fork":false,"pushed_at":"2020-06-13T12:45:55.000Z","size":44,"stargazers_count":5,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2024-11-30T19:34:02.311Z","etag":null,"topics":["classification-algorithm","clustering-algorithm","from-scratch","machine-learning","regression-models"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"gpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/jaketae.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":"2020-03-17T21:51:07.000Z","updated_at":"2024-09-14T08:40:28.000Z","dependencies_parsed_at":"2023-04-07T20:46:41.102Z","dependency_job_id":null,"html_url":"https://github.com/jaketae/ml-from-scratch","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jaketae%2Fml-from-scratch","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jaketae%2Fml-from-scratch/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jaketae%2Fml-from-scratch/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jaketae%2Fml-from-scratch/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/jaketae","download_url":"https://codeload.github.com/jaketae/ml-from-scratch/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":236112933,"owners_count":19096851,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","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":["classification-algorithm","clustering-algorithm","from-scratch","machine-learning","regression-models"],"created_at":"2024-11-30T19:27:55.487Z","updated_at":"2025-10-11T16:31:30.443Z","avatar_url":"https://github.com/jaketae.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Machine Learning From Scratch\n\nThis repository contains my implementations of various machine learning algorithms from scratch. \n\n## Motivation\n\nA quote from Richard Feynman:\n\n\u003e What I cannot create, I do not understand.\n\nBy constructing algorithms from the ground up, one can glean meaningful insights on how machine learning actually works. \n\n## Algorithms\n\nCurrently, the following list of algorithms have been implemented.\n\n- [Linear Regression](https://jaketae.github.io/study/linear-regression/)\n- [Logistic Regression](https://jaketae.github.io/study/logistic-regression/)\n- [Naive Bayes](https://jaketae.github.io/study/naive-bayes/)\n- [K-Nearest Neighbors](https://jaketae.github.io/study/KNN/)\n- [Principal Component Analysis](https://jaketae.github.io/study/pca/)\n- K-Means Clustering: *Post coming soon!*\n\n\nFor detailed explanations on the mathematics behind each model, visit the links to my blog, where I lay out a step-by-step derivation for each algorithm. The code introduced in the blog have been modified as class-based implementations for better presentation and readability.\n\nMore documentation and models to come!","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjaketae%2Fml-from-scratch","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjaketae%2Fml-from-scratch","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjaketae%2Fml-from-scratch/lists"}