{"id":21176586,"url":"https://github.com/anshpg/tsf-sp-linear","last_synced_at":"2025-03-14T18:24:02.054Z","repository":{"id":239641831,"uuid":"800120406","full_name":"ANSHPG/TSF-SP-LINEAR","owner":"ANSHPG","description":"During my internship at The Sparks Foundation, I was tasked with predicting students' percentages based on the number of hours they studied.","archived":false,"fork":false,"pushed_at":"2024-05-13T18:47:10.000Z","size":77,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-01-21T11:32:13.323Z","etag":null,"topics":["data-science","linear-regression","thesparksfoundationinternship"],"latest_commit_sha":null,"homepage":"https://colab.research.google.com/drive/1efnZ7AxZgq3J1lN3CPf1pfH8wdjq7sW_?usp=sharing","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/ANSHPG.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":"2024-05-13T18:31:23.000Z","updated_at":"2024-05-13T18:48:31.000Z","dependencies_parsed_at":"2024-05-13T20:07:58.188Z","dependency_job_id":null,"html_url":"https://github.com/ANSHPG/TSF-SP-LINEAR","commit_stats":null,"previous_names":["anshpg/tsf-sp-linear"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ANSHPG%2FTSF-SP-LINEAR","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ANSHPG%2FTSF-SP-LINEAR/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ANSHPG%2FTSF-SP-LINEAR/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ANSHPG%2FTSF-SP-LINEAR/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ANSHPG","download_url":"https://codeload.github.com/ANSHPG/TSF-SP-LINEAR/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":243624093,"owners_count":20321029,"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-science","linear-regression","thesparksfoundationinternship"],"created_at":"2024-11-20T17:03:24.447Z","updated_at":"2025-03-14T18:24:02.024Z","avatar_url":"https://github.com/ANSHPG.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Personalized Linear Regression Approach for Student Performance Prediction\n\n\nhttps://github.com/ANSHPG/TSF-SP-LINEAR/assets/132222062/e050904a-243a-40a7-bbe5-eb2d9188d0e5\n\nDuring my internship at The Sparks Foundation, I was tasked with predicting students' percentages based on the number of hours they studied. This project involved a straightforward dataset with just two variables: hours and scores. Instead of relying on external libraries like scikit-learn, I opted to develop my own linear regression algorithm to tackle the task.\n\nI'm pleased to share that through this approach, I successfully minimized the mean absolute error to 4.97, with an alpha (speed of convergence) of around 1.0e-2.\n\nFor a deeper insight into my methodology and implementation, I've provided a link to the GitHub repository.\n\ngithub_repository:  https://github.com/ANSHPG/LinearLuminary\n\nThank you for your interest!\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fanshpg%2Ftsf-sp-linear","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fanshpg%2Ftsf-sp-linear","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fanshpg%2Ftsf-sp-linear/lists"}