{"id":20167314,"url":"https://github.com/sferez/gradient_descent","last_synced_at":"2026-05-12T00:41:16.595Z","repository":{"id":161145411,"uuid":"576058289","full_name":"sferez/Gradient_Descent","owner":"sferez","description":"Multiple Linear Regression, Gradient Descent with Python","archived":false,"fork":false,"pushed_at":"2023-03-21T23:20:02.000Z","size":3961,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-01-13T14:53:48.236Z","etag":null,"topics":["data-analysis","data-science","gradient-descent","linear-regression","python"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/sferez.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":"2022-12-08T23:06:05.000Z","updated_at":"2023-03-21T16:50:57.000Z","dependencies_parsed_at":null,"dependency_job_id":"d5cd1879-5c80-43ad-81c5-d5b6d3f39c3c","html_url":"https://github.com/sferez/Gradient_Descent","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/sferez%2FGradient_Descent","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sferez%2FGradient_Descent/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sferez%2FGradient_Descent/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sferez%2FGradient_Descent/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/sferez","download_url":"https://codeload.github.com/sferez/Gradient_Descent/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":241605736,"owners_count":19989608,"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":["data-analysis","data-science","gradient-descent","linear-regression","python"],"created_at":"2024-11-14T00:49:53.445Z","updated_at":"2025-11-29T02:02:35.233Z","avatar_url":"https://github.com/sferez.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Multiple Linear Regression, Gradient Descent /w Python\n\nMultiple linear regression is a technique that uses several independent variables in order to predict the outcome of a dependent variable.\n\n## Report\n\nThe report is available at Medium: [Article](https://medium.com/python-in-plain-english/multiple-linear-regression-gradient-descent-python-a19d5c41aeae)\n\n![Article](https://miro.medium.com/v2/resize:fit:1400/format:webp/1*Jb25Gl2_lzZrTfZlUoKhAg.png)\n\n## Project aims\n\n- Analyze the datasets and select the best predictors.\n- Implement the gradient descent algorithm.\n- Test our implementation for a varying number of iteration steps, learning rate, train/test ratio to estimate their effect on the model\n- Evaluation for each scenario of the goodness of fit and having a better understanding of the behaviors of multiple linear regression\n\n\n## Authors\n\n- [@sferez](https://github.com/sferez)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsferez%2Fgradient_descent","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsferez%2Fgradient_descent","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsferez%2Fgradient_descent/lists"}