{"id":19068985,"url":"https://github.com/kmohamedalie/supervised_machine_learning-regression","last_synced_at":"2026-06-17T18:32:00.951Z","repository":{"id":184724526,"uuid":"672371588","full_name":"Kmohamedalie/Supervised_Machine_Learning-Regression","owner":"Kmohamedalie","description":"Regression Algorithms","archived":false,"fork":false,"pushed_at":"2023-08-22T13:51:19.000Z","size":1728,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-02-22T03:31:54.668Z","etag":null,"topics":["kaggle-dataset","lasso-regression","multiple-linear-regression","polynomial-regression","ridge-regression","simple-linear-regression","supervised-machine-learning","uci-machine-learning"],"latest_commit_sha":null,"homepage":"https://github.com/Kmohamedalie/Supervised_Machine_Learning-Regression/tree/master","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/Kmohamedalie.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":"2023-07-29T21:07:45.000Z","updated_at":"2023-07-30T22:14:52.000Z","dependencies_parsed_at":"2024-11-09T01:12:59.955Z","dependency_job_id":null,"html_url":"https://github.com/Kmohamedalie/Supervised_Machine_Learning-Regression","commit_stats":null,"previous_names":["kmohamedalie/supervised_machine_learning-regression"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/Kmohamedalie/Supervised_Machine_Learning-Regression","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Kmohamedalie%2FSupervised_Machine_Learning-Regression","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Kmohamedalie%2FSupervised_Machine_Learning-Regression/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Kmohamedalie%2FSupervised_Machine_Learning-Regression/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Kmohamedalie%2FSupervised_Machine_Learning-Regression/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Kmohamedalie","download_url":"https://codeload.github.com/Kmohamedalie/Supervised_Machine_Learning-Regression/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Kmohamedalie%2FSupervised_Machine_Learning-Regression/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":34461616,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-06-17T02:00:05.408Z","response_time":127,"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":["kaggle-dataset","lasso-regression","multiple-linear-regression","polynomial-regression","ridge-regression","simple-linear-regression","supervised-machine-learning","uci-machine-learning"],"created_at":"2024-11-09T01:12:55.374Z","updated_at":"2026-06-17T18:32:00.935Z","avatar_url":"https://github.com/Kmohamedalie.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Supervised Machine Learning - Regression Algorithms\n\u003ca href='https://developers.google.com/machine-learning/intro-to-ml/supervised'\u003e**Supervised learning:**\u003c/a\u003eis a type of machine learning in which machine learn\nfrom known datasets (set of training examples), and then predict the output.\nA supervised learning agent needs to find out the function that matches a given sample set.\nSupervised learning further can be classified into two categories of algorithms:\n\n1) **Regression :** When the outcome is pure numeric value. \n\teg : Home price prediction. You are trying to estimate value of price.\n\n2) **Classification :** When the outcome is a category/class. \n\teg: Fraud detection. You are trying to identify Yes/No class \n\n\u003cbr\u003e\nNote this is not an exhaustive list since most classification alogrithms now can also perform regression task example \u003ca href=\"https://scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_regression.html\"\u003exgboostRegressor\u003c/a\u003e,  \u003ca href=\"https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestRegressor.html\"\u003eRandomForestRegressor\u003c/a\u003e, also even though the name says \u003ca href=\"https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html\"\u003eLogistic regression\u003c/a\u003e it is a classification algorithm:\n\u003cbr\u003e\n\u003cbr\u003e\n\u003ctable\u003e\n   \u003cthead\u003e\n      \u003ctr\u003e\n         \u003cth\u003eAlgorithms\u003c/th\u003e\n         \u003cth\u003eNotebooks\u003c/th\u003e\n        \u003cth\u003eDatasets\u003c/th\u003e\n      \u003c/tr\u003e\n   \u003c/thead\u003e\n   \u003ctbody\u003e\n      \u003ctr\u003e\n        \u003ctd\u003eLinear Regression \u003c/td\u003e\n        \u003ctd\u003e\u003ca href=\"https://github.com/Kmohamedalie/Supervised_Machine_Learning-Regression/blob/master/Notebook/Simple_Linear_Regression_with_Statsmodels.ipynb\"\u003estatsmodels \u003c/a\u003e \u003ca href=\"https://github.com/Kmohamedalie/Supervised_Machine_Learning-Regression/blob/master/Notebook/Simple_Linear_Regression_with_Sklearn_SAT_and_GPA.ipynb\"\u003esklearn\u003c/a\u003e\u003c/td\u003e\n        \u003ctd\u003e\u003ca href=\"https://github.com/Kmohamedalie/Supervised_Machine_Learning-Regression/blob/master/Dataset/SAT_GPA.csv\"\u003eSaT and Gpa\u003c/a\u003e \u003cbr/\u003e \u003ca href=\"https://github.com/Kmohamedalie/Supervised_Machine_Learning-Regression/blob/master/Dataset/real_estate_price_size.csv\"\u003eReal estate price\u003c/a\u003e \u003c/td\u003e\n      \u003c/tr\u003e\n      \u003ctr\u003e\n        \u003ctd\u003eMultiple Linear Regression \u003c/td\u003e\n        \u003ctd\u003e\u003ca href=\"https://github.com/Kmohamedalie/Supervised_Machine_Learning-Regression/blob/master/Notebook/Multiple_Linear_Regression_with_Statsmodels_SaT_and_Gpa.ipynb\"\u003eStatsmodels_SaT_Gpa_Mult \u003c/a\u003e \n\t\t\u003cbr/\u003e \n\t\t\u003ca href=\"https://github.com/Kmohamedalie/Supervised_Machine_Learning-Regression/blob/master/Notebook/Real_Estate_Housing_Statsmodels.ipynb\"\u003eStatsmodels_Real Estate price \u003c/a\u003e \u003c/td\u003e\n        \u003ctd\u003e\u003ca href=\"https://github.com/Kmohamedalie/Supervised_Machine_Learning-Regression/blob/master/Dataset/SAT_GPA_mult.csv\"\u003e SaT and Gpa Mult\u003c/a\u003e \u003cbr/\u003e\n\t\t\u003ca href=\"https://github.com/Kmohamedalie/Supervised_Machine_Learning-Regression/blob/master/Dataset/real_estate_price_size_year.csv\"\u003eReal Estate price \u003c/a\u003e\u003c/td\u003e\n      \u003c/tr\u003e  \n      \u003ctr\u003e\n        \u003ctd\u003eLasso and Ridge \u003c/td\u003e\n        \u003ctd\u003e\u003ca href=\"https://github.com/Kmohamedalie/Supervised_Machine_Learning-Regression/blob/master/Notebook/Ridge_and_Lasso_Regression_Hitters_baseball.ipynb\"\u003eRegularization\u003c/a\u003e\u003c/td\u003e\n        \u003ctd\u003e\u003ca href=\"https://github.com/Kmohamedalie/Supervised_Machine_Learning-Regression/blob/master/Dataset/Hitters.csv\"\u003eHitters Baseball\u003c/a\u003e\u003c/td\u003e\n      \u003c/tr\u003e  \n    \n   \u003c/tbody\u003e\n\u003c/table\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkmohamedalie%2Fsupervised_machine_learning-regression","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fkmohamedalie%2Fsupervised_machine_learning-regression","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkmohamedalie%2Fsupervised_machine_learning-regression/lists"}