{"id":16778776,"url":"https://github.com/omarsar/machine_learning_fundamentals","last_synced_at":"2026-01-03T02:53:27.106Z","repository":{"id":151625477,"uuid":"63650247","full_name":"omarsar/machine_learning_fundamentals","owner":"omarsar","description":":green_book: Machine Learning - A Friendly Handbook :green_book: (Open Notes)","archived":false,"fork":false,"pushed_at":"2017-02-26T15:45:08.000Z","size":10,"stargazers_count":19,"open_issues_count":0,"forks_count":3,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-01-23T06:22:30.620Z","etag":null,"topics":["book","handbook","machine-learning","neural-network"],"latest_commit_sha":null,"homepage":"","language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/omarsar.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"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":"2016-07-19T01:45:28.000Z","updated_at":"2024-12-11T15:58:05.000Z","dependencies_parsed_at":"2023-06-11T23:00:41.676Z","dependency_job_id":null,"html_url":"https://github.com/omarsar/machine_learning_fundamentals","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/omarsar%2Fmachine_learning_fundamentals","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/omarsar%2Fmachine_learning_fundamentals/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/omarsar%2Fmachine_learning_fundamentals/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/omarsar%2Fmachine_learning_fundamentals/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/omarsar","download_url":"https://codeload.github.com/omarsar/machine_learning_fundamentals/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":243922490,"owners_count":20369401,"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":["book","handbook","machine-learning","neural-network"],"created_at":"2024-10-13T07:28:38.876Z","updated_at":"2026-01-03T02:53:27.080Z","avatar_url":"https://github.com/omarsar.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"### :point_right: About\n\nThis is a friendly handbook which is useful for familiarizing yourself with the basics of **Machine Learning**. I am preparing this handbook as part of [\"The Bit Series\"](http://elvissaravia.com/books/). Read more about our manifesto [here](http://elvissaravia.com/books/). Also, feel free to submit pull requests as there might be plenty of grammatical errors, spelling errors, and even inconsistencies in the content. I will try to update the book as frequently as possible. I am also keeping a log of my continuous updates [here](https://github.com/omarsar/os/blob/master/log.md). It is tough doing this alone, so I am definitely crediting anyone for their contributions.\n\n### :point_right: Table of Content\n\n- Chapter 1 - [Models and Cost Function](https://github.com/omarsar/machine_learning_fundamentals/blob/master/1.%20Models%20and%20Cost%20Function.md)\n- Chapter 2 - [Parameter Learning](https://github.com/omarsar/machine_learning_fundamentals/blob/master/2.%20Parameter%20Learning.md)\n- Chapter 3 - [Multivariate Linear Regression](https://github.com/omarsar/machine_learning_fundamentals/blob/master/3.%20Multivariate%20Linear%20Regression.md)\n- Chapter 4 - [Computing parameters analytically](https://github.com/omarsar/machine_learning_fundamentals/blob/master/4.%20Computing%20Paramater%20Analytically.md)\n- Chapter 5 - [Regularization](https://github.com/omarsar/machine_learning_fundamentals/blob/master/5.%20Regularization.md)\n- Chapter 6 - [Neural Networks](https://github.com/omarsar/machine_learning_fundamentals/blob/master/6.%20Neural%20Networks.md)\n\n### :point_right: Status\n- Draft stage\n\n### :point_right: TODO List\n- Add examples through images. \n- Work on readability using boldface, italics, tables, etc.\n\n### :point_right: Contributor\n- [Elvis Saravia](http://elvissaravia.com)\n- Email: ellfae@gmail.com\n\n### :point_right: Potential book cover\n![alt-text-2](https://github.com/omarsar/omarsar.github.io/blob/master/images/machine-learning.png?raw=true)\n\n### :point_right: More from \"The Bit Series\"\n![alt-text-1](https://github.com/omarsar/omarsar.github.io/blob/master/images/os.png?raw=true)\n\n- [Operating Systems: A Friendly Handbook](https://github.com/omarsar/os)","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fomarsar%2Fmachine_learning_fundamentals","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fomarsar%2Fmachine_learning_fundamentals","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fomarsar%2Fmachine_learning_fundamentals/lists"}