{"id":25124506,"url":"https://github.com/alokverma18/linear-regression","last_synced_at":"2025-04-02T17:41:42.611Z","repository":{"id":189200194,"uuid":"680236624","full_name":"alokverma18/Linear-Regression","owner":"alokverma18","description":"Implementation of Simple and Multiple Linear Regression","archived":false,"fork":false,"pushed_at":"2023-10-11T17:32:09.000Z","size":27,"stargazers_count":3,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-08T08:16:16.742Z","etag":null,"topics":["co2-emissions-prediction","machine-learning","multiple-linear-regression","python","regression","simple-linear-regression","supervised-learning"],"latest_commit_sha":null,"homepage":"","language":"Python","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/alokverma18.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}},"created_at":"2023-08-18T17:19:05.000Z","updated_at":"2024-04-04T08:40:05.000Z","dependencies_parsed_at":"2023-08-18T19:13:26.962Z","dependency_job_id":null,"html_url":"https://github.com/alokverma18/Linear-Regression","commit_stats":null,"previous_names":["alokverma18/simple-linear-regression"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/alokverma18%2FLinear-Regression","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/alokverma18%2FLinear-Regression/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/alokverma18%2FLinear-Regression/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/alokverma18%2FLinear-Regression/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/alokverma18","download_url":"https://codeload.github.com/alokverma18/Linear-Regression/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246863667,"owners_count":20846295,"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":["co2-emissions-prediction","machine-learning","multiple-linear-regression","python","regression","simple-linear-regression","supervised-learning"],"created_at":"2025-02-08T08:16:17.750Z","updated_at":"2025-04-02T17:41:42.593Z","avatar_url":"https://github.com/alokverma18.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Linear Regression 📈\n\nThis is a project to implement Simple and Multiple Linear Regression on the same dataset that is related to Fuel Consumption and Carbon Dioxide Emission of Cars. Simple Linear Regression is a technique used to model the relationship between two numeric variables: an independent variable ( 'Fuel Consumption' in this project) and a dependent variable ( 'CO2 Emission' in this project), while in Multiple Linear Regression uses two or more independent variables. The goal is to find a linear equation that best represents the relationship between the variables so that we can make predictions based on new values of the independent variable(s).\n\n ## Code Outline\n - Read Data file.\n - Explore the Data and select useful Features.\n - Plot the data to find better Relationships.\n - Split data into Training and Test sets.\n - Create and Fit the Model with selected Feature(s).\n - Plot the Output.\n - Evaluate the Performance of the Model.\n   \n## Modules\n- scikit-learn\n- pandas\n- numpy \n- matplotlib \n\n## Contributing\nFeel free to Contribute and Improve this by creating a Pull Request or an Issue.\n\n\n## Connect \n[![portfolio](https://img.shields.io/badge/my_portfolio-000?style=for-the-badge\u0026logo=ko-fi\u0026logoColor=white)](https://alokverma18.github.io/)\n[![linkedin](https://img.shields.io/badge/linkedin-0A66C2?style=for-the-badge\u0026logo=linkedin\u0026logoColor=white)](https://www.linkedin.com/in/alokverma18/)\n[![twitter](https://img.shields.io/badge/twitter-1DA1F2?style=for-the-badge\u0026logo=twitter\u0026logoColor=white)](https://twitter.com/ak_verma18)\n\n\n## \n### Leave a 🌟 if it was Helpful!!\n### Thanks!\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Falokverma18%2Flinear-regression","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Falokverma18%2Flinear-regression","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Falokverma18%2Flinear-regression/lists"}