{"id":23999253,"url":"https://github.com/ry4ngch/dsml","last_synced_at":"2026-04-16T14:02:59.091Z","repository":{"id":249383543,"uuid":"831369171","full_name":"ry4ngch/DSML","owner":"ry4ngch","description":"Data Science and Machine Learning Repository","archived":false,"fork":false,"pushed_at":"2024-10-15T15:27:53.000Z","size":25101,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-25T09:39:25.166Z","etag":null,"topics":["data-science","data-science-projects","jupyter-notebook","knn-classification","machine-learning","neural-network","python","regression","scikit-learn","supervised-learning","unsupervised-learning"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/ry4ngch.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE.txt","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":"2024-07-20T10:57:50.000Z","updated_at":"2024-10-25T11:55:17.000Z","dependencies_parsed_at":"2024-10-16T18:09:21.373Z","dependency_job_id":null,"html_url":"https://github.com/ry4ngch/DSML","commit_stats":null,"previous_names":["ry4ngch/dsml"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/ry4ngch/DSML","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ry4ngch%2FDSML","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ry4ngch%2FDSML/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ry4ngch%2FDSML/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ry4ngch%2FDSML/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ry4ngch","download_url":"https://codeload.github.com/ry4ngch/DSML/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ry4ngch%2FDSML/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":278322146,"owners_count":25967874,"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","status":"online","status_checked_at":"2025-10-04T02:00:05.491Z","response_time":63,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"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":["data-science","data-science-projects","jupyter-notebook","knn-classification","machine-learning","neural-network","python","regression","scikit-learn","supervised-learning","unsupervised-learning"],"created_at":"2025-01-07T23:57:35.733Z","updated_at":"2025-10-04T13:58:12.346Z","avatar_url":"https://github.com/ry4ngch.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# DSML\n\n\u003c!-- Improved compatibility of back to top link: See: https://github.com/othneildrew/Best-README-Template/pull/73 --\u003e\n\u003ca id=\"readme-top\"\u003e\u003c/a\u003e\n\u003c!--\n*** Thanks for checking out the Best-README-Template. If you have a suggestion\n*** that would make this better, please fork the repo and create a pull request\n*** or simply open an issue with the tag \"enhancement\".\n*** Don't forget to give the project a star!\n*** Thanks again! Now go create something AMAZING! :D\n--\u003e\n\n\n\n\u003c!-- PROJECT SHIELDS --\u003e\n\u003c!--\n*** I'm using markdown \"reference style\" links for readability.\n*** Reference links are enclosed in brackets [ ] instead of parentheses ( ).\n*** See the bottom of this document for the declaration of the reference variables\n*** for contributors-url, forks-url, etc. This is an optional, concise syntax you may use.\n*** https://www.markdownguide.org/basic-syntax/#reference-style-links\n--\u003e\n[![Contributors][contributors-shield]][contributors-url]\n[![Forks][forks-shield]][forks-url]\n[![Stargazers][stars-shield]][stars-url]\n[![Issues][issues-shield]][issues-url]\n[![MIT License][license-shield]][license-url]\n[![LinkedIn][linkedin-shield]][linkedin-url]\n\n\n\n\u003c!-- PROJECT LOGO --\u003e\n\u003cbr /\u003e\n\u003cdiv align=\"center\"\u003e\n  \u003ca href=\"https://github.com/ry4ngch/DSML\"\u003e\n    \u003cimg src=\"cover_img.png\" alt=\"Logo\" width=\"100%\" height=\"100%\"\u003e\n  \u003c/a\u003e\n\n  \u003ch3 align=\"center\"\u003eDSML\u003c/h3\u003e\n\n  \u003cp align=\"center\"\u003e\n    A respository of data-science and machine learning projects\n    \u003cbr /\u003e\n  \u003c/p\u003e\n\u003c/div\u003e\n\n\n\n\u003c!-- TABLE OF CONTENTS --\u003e\n\u003cdetails\u003e\n  \u003csummary\u003eTable of Contents\u003c/summary\u003e\n  \u003col\u003e\n    \u003cli\u003e\n      \u003ca href=\"#about-the-project\"\u003eAbout The Project\u003c/a\u003e\n      \u003cul\u003e\n        \u003cli\u003e\u003ca href=\"#built-with\"\u003eBuilt With\u003c/a\u003e\u003c/li\u003e\n      \u003c/ul\u003e\n    \u003c/li\u003e\n    \u003cli\u003e\n      \u003ca href=\"#getting-started\"\u003eGetting Started\u003c/a\u003e\n      \u003cul\u003e\n        \u003c!--\u003cli\u003e\u003ca href=\"#prerequisites\"\u003ePrerequisites\u003c/a\u003e\u003c/li\u003e--\u003e\n        \u003cli\u003e\u003ca href=\"#installation\"\u003eInstallation\u003c/a\u003e\u003c/li\u003e\n      \u003c/ul\u003e\n    \u003c/li\u003e\n    \u003c!--\u003cli\u003e\u003ca href=\"#usage\"\u003eUsage\u003c/a\u003e\u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"#roadmap\"\u003eRoadmap\u003c/a\u003e\u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"#contributing\"\u003eContributing\u003c/a\u003e\u003c/li\u003e--\u003e\n    \u003cli\u003e\u003ca href=\"#license\"\u003eLicense\u003c/a\u003e\u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"#contact\"\u003eContact\u003c/a\u003e\u003c/li\u003e\n    \u003c!--\u003cli\u003e\u003ca href=\"#acknowledgments\"\u003eAcknowledgments\u003c/a\u003e\u003c/li\u003e--\u003e\n  \u003c/ol\u003e\n\u003c/details\u003e\n\n\n\n\u003c!-- ABOUT THE PROJECT --\u003e\n## About The Project\n\n\u003c!--[![Product Name Screen Shot][product-screenshot]](https://example.com)--\u003e\n\nThis repo is a list of data science and machine learning projects completed\n\n\u003cp align=\"right\"\u003e(\u003ca href=\"#readme-top\"\u003eback to top\u003c/a\u003e)\u003c/p\u003e\n\n\n\n### Built With\n\n* [![Jupyter][Jupyter]][Jupyter-url]\n* [![Python][Python]][Python-url]\n* [![Keras][Keras]][Keras-url]\n* [![Numpy][NumPy]][NumPy-url]\n* [![Plotly][Plotly]][Plotly-url]\n* [![Matplotlib][Matplotlib]][Matplotlib-url]\n* [![Scikit][Scikit]][Scikit-url]\n* [![Pandas][Pandas]][Pandas-url]\n* [![Scipy][Scipy]][Scipy-url]\n\n\u003cp align=\"right\"\u003e(\u003ca href=\"#readme-top\"\u003eback to top\u003c/a\u003e)\u003c/p\u003e\n\n\n\n\u003c!-- GETTING STARTED --\u003e\n## Getting Started\n\u003c!--### Prerequisites--\u003e\n\n\u003c!--This is an example of how to list things you need to use the software and how to install them.\n* npm\n  ```sh\n  npm install npm@latest -g\n  ```--\u003e\n\n### Installation\n\n1. Download anaconda [https://www.anaconda.com/](https://www.anaconda.com/)\n2. Clone the repo\n   ```sh\n   git clone https://github.com/ry4ngch/DSML.git\n   ```\n3. Install all necessary python packages using Conda\n   ```sh\n   conda install\n   ```\n4. Install Jupyter is installed on anaconda\n\n\u003cp align=\"right\"\u003e(\u003ca href=\"#readme-top\"\u003eback to top\u003c/a\u003e)\u003c/p\u003e\n\n\n\n\u003c!-- USAGE EXAMPLES --\u003e\n\u003c!--## Usage--\u003e\n\n\u003c!--Use this space to show useful examples of how a project can be used. Additional screenshots, code examples and demos work well in this space. You may also link to more resources.\n\n_For more examples, please refer to the [Documentation](https://example.com)_--\u003e\n\n\u003c!--\u003cp align=\"right\"\u003e(\u003ca href=\"#readme-top\"\u003eback to top\u003c/a\u003e)\u003c/p\u003e--\u003e\n\n\n\n\u003c!-- ROADMAP --\u003e\n\u003c!--## Roadmap--\u003e\n\n\u003c!--- [x] Add Changelog\n- [x] Add back to top links\n- [ ] Add Additional Templates w/ Examples\n- [ ] Add \"components\" document to easily copy \u0026 paste sections of the readme\n- [ ] Multi-language Support\n    - [ ] Chinese\n    - [ ] Spanish\n\nSee the [open issues](https://github.com/othneildrew/Best-README-Template/issues) for a full list of proposed features (and known issues).--\u003e\n\n\u003c!--\u003cp align=\"right\"\u003e(\u003ca href=\"#readme-top\"\u003eback to top\u003c/a\u003e)\u003c/p\u003e--\u003e\n\n\n\n\u003c!-- CONTRIBUTING --\u003e\n\u003c!--## Contributing--\u003e\n\n\u003c!--Contributions are what make the open source community such an amazing place to learn, inspire, and create. Any contributions you make are **greatly appreciated**.\n\nIf you have a suggestion that would make this better, please fork the repo and create a pull request. You can also simply open an issue with the tag \"enhancement\".\nDon't forget to give the project a star! Thanks again!\n\n1. Fork the Project\n2. Create your Feature Branch (`git checkout -b feature/AmazingFeature`)\n3. Commit your Changes (`git commit -m 'Add some AmazingFeature'`)\n4. Push to the Branch (`git push origin feature/AmazingFeature`)\n5. Open a Pull Request--\u003e\n\n\u003c!--\u003cp align=\"right\"\u003e(\u003ca href=\"#readme-top\"\u003eback to top\u003c/a\u003e)\u003c/p\u003e--\u003e\n\n\n\n\u003c!-- LICENSE --\u003e\n## License\n\nDistributed under the MIT License. See `LICENSE.txt` for more information.\n\n\u003cp align=\"right\"\u003e(\u003ca href=\"#readme-top\"\u003eback to top\u003c/a\u003e)\u003c/p\u003e\n\n\n\n\u003c!-- CONTACT --\u003e\n## Contact\n\nRyan Goh - [@linkedin](https://www.linkedin.com/in/ryangch/) - ry4n.gch@gmail.com\n\nProject Link: [https://github.com/ry4ngch/DSML](https://github.com/ry4ngch/DSML)\n\n\u003cp align=\"right\"\u003e(\u003ca href=\"#readme-top\"\u003eback to top\u003c/a\u003e)\u003c/p\u003e\n\n\n\n\u003c!-- ACKNOWLEDGMENTS --\u003e\n\u003c!--## Acknowledgments--\u003e\n\n\u003c!--Use this space to list resources you find helpful and would like to give credit to. I've included a few of my favorites to kick things off!\n\n* [Choose an Open Source License](https://choosealicense.com)\n* [GitHub Emoji Cheat Sheet](https://www.webpagefx.com/tools/emoji-cheat-sheet)\n* [Malven's Flexbox Cheatsheet](https://flexbox.malven.co/)\n* [Malven's Grid Cheatsheet](https://grid.malven.co/)\n* [Img Shields](https://shields.io)\n* [GitHub Pages](https://pages.github.com)\n* [Font Awesome](https://fontawesome.com)\n* [React Icons](https://react-icons.github.io/react-icons/search)--\u003e\n\n\u003c!--\u003cp align=\"right\"\u003e(\u003ca href=\"#readme-top\"\u003eback to top\u003c/a\u003e)\u003c/p\u003e--\u003e\n\n\n\n\u003c!-- MARKDOWN LINKS \u0026 IMAGES --\u003e\n\u003c!-- https://www.markdownguide.org/basic-syntax/#reference-style-links --\u003e\n[contributors-shield]: https://img.shields.io/github/contributors/ry4ngch/DSML.svg?style=for-the-badge\n[contributors-url]: https://github.com/ry4ngch/DSML/graphs/contributors\n[forks-shield]: https://img.shields.io/github/forks/ry4ngch/DSML.svg?style=for-the-badge\n[forks-url]: https://github.com/ry4ngch/DSML/archive/refs/heads/main.zip\n[stars-shield]: https://img.shields.io/github/stars/ry4ngch/DSML.svg?style=for-the-badge\n[stars-url]: https://github.com/ry4ngch/DSML/stargazers\n[issues-shield]: https://img.shields.io/github/issues/ry4ngch/DSML.svg?style=for-the-badge\n[issues-url]: https://github.com/othneildrew/Best-README-Template/issues\n[license-shield]: https://img.shields.io/github/license/ry4ngch/DSML.svg?style=for-the-badge\n[license-url]: https://github.com/ry4ngch/DSML/blob/main/LICENSE.txt\n[linkedin-url]: https://www.linkedin.com/in/ryangch/\n[linkedin-shield]:https://img.shields.io/badge/-LinkedIn-black.svg?style=for-the-badge\u0026logo=linkedin\u0026colorB=555\n[product-screenshot]: images/screenshot.png\n[Next.js]: https://img.shields.io/badge/next.js-000000?style=for-the-badge\u0026logo=nextdotjs\u0026logoColor=white\n[Next-url]: https://nextjs.org/\n[NumPy]:https://img.shields.io/badge/numpy-%23013243.svg?style=for-the-badge\u0026logo=numpy\u0026logoColor=white\n[NumPy-url]: https://numpy.org/\n[Jupyter]:https://img.shields.io/badge/jupyter-%23FA0F00.svg?style=for-the-badge\u0026logo=jupyter\u0026logoColor=white\n[Jupyter-url]: https://jupyter.org/\n[React.js]: https://img.shields.io/badge/React-20232A?style=for-the-badge\u0026logo=react\u0026logoColor=61DAFB\n[React-url]: https://reactjs.org/\n[Vue.js]: https://img.shields.io/badge/Vue.js-35495E?style=for-the-badge\u0026logo=vuedotjs\u0026logoColor=4FC08D\n[Vue-url]: https://vuejs.org/\n[Angular.io]: https://img.shields.io/badge/Angular-DD0031?style=for-the-badge\u0026logo=angular\u0026logoColor=white\n[Angular-url]: https://angular.io/\n[Svelte.dev]: https://img.shields.io/badge/Svelte-4A4A55?style=for-the-badge\u0026logo=svelte\u0026logoColor=FF3E00\n[Svelte-url]: https://svelte.dev/\n[Laravel.com]: https://img.shields.io/badge/Laravel-FF2D20?style=for-the-badge\u0026logo=laravel\u0026logoColor=white\n[Laravel-url]: https://laravel.com\n[Bootstrap.com]: https://img.shields.io/badge/Bootstrap-563D7C?style=for-the-badge\u0026logo=bootstrap\u0026logoColor=white\n[Bootstrap-url]: https://getbootstrap.com\n[JQuery.com]: https://img.shields.io/badge/jQuery-0769AD?style=for-the-badge\u0026logo=jquery\u0026logoColor=white\n[JQuery-url]: https://jquery.com\n[Python]: https://img.shields.io/badge/python-3670A0?style=for-the-badge\u0026logo=python\u0026logoColor=ffdd54\n[Python-url]: https://www.python.org/\n[Keras]: https://img.shields.io/badge/Keras-%23D00000.svg?style=for-the-badge\u0026logo=Keras\u0026logoColor=white\n[Keras-url]: https://keras.io/\n[Matplotlib]:https://img.shields.io/badge/Matplotlib-%23ffffff.svg?style=for-the-badge\u0026logo=Matplotlib\u0026logoColor=black\n[Matplotlib-url]: https://matplotlib.org/\n[Plotly]: https://img.shields.io/badge/Plotly-239120?style=for-the-badge\u0026logo=plotly\u0026logoColor=white\n[Plotly-url]: https://plotly.com/\n[Pandas]: https://img.shields.io/badge/Pandas-2C2D72?style=for-the-badge\u0026logo=pandas\u0026logoColor=white\n[Pandas-url]:https://pandas.pydata.org/\n[Scipy]: https://img.shields.io/badge/SciPy-654FF0?style=for-the-badge\u0026logo=SciPy\u0026logoColor=white\n[Scikit]: https://img.shields.io/badge/scikit--learn-%23F7931E.svg?style=for-the-badge\u0026logo=scikit-learn\u0026logoColor=white\n[Scikit-url]:https://scikit-learn.org/stable/\n[Scipy-url]: https://scipy.org/\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fry4ngch%2Fdsml","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fry4ngch%2Fdsml","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fry4ngch%2Fdsml/lists"}