{"id":27261502,"url":"https://github.com/mohith1306/startup_profit_prediction","last_synced_at":"2026-04-30T19:31:45.108Z","repository":{"id":287135698,"uuid":"963715493","full_name":"mohith1306/startup_profit_prediction","owner":"mohith1306","description":"Predicting startup profit using ML models (Linear \u0026 Random Forest Regression)","archived":false,"fork":false,"pushed_at":"2025-04-10T06:14:56.000Z","size":404,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-06-05T17:03:54.174Z","etag":null,"topics":["data-science","machine-learning","python","regression"],"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/mohith1306.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,"zenodo":null}},"created_at":"2025-04-10T05:25:54.000Z","updated_at":"2025-04-10T06:20:49.000Z","dependencies_parsed_at":"2025-04-11T05:33:29.743Z","dependency_job_id":null,"html_url":"https://github.com/mohith1306/startup_profit_prediction","commit_stats":null,"previous_names":["mohith1306/startup_profit_prediction"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/mohith1306/startup_profit_prediction","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mohith1306%2Fstartup_profit_prediction","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mohith1306%2Fstartup_profit_prediction/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mohith1306%2Fstartup_profit_prediction/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mohith1306%2Fstartup_profit_prediction/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/mohith1306","download_url":"https://codeload.github.com/mohith1306/startup_profit_prediction/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mohith1306%2Fstartup_profit_prediction/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":32475191,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-30T13:12:12.517Z","status":"ssl_error","status_checked_at":"2026-04-30T13:12:06.837Z","response_time":57,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"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","machine-learning","python","regression"],"created_at":"2025-04-11T05:33:24.376Z","updated_at":"2026-04-30T19:31:45.104Z","avatar_url":"https://github.com/mohith1306.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 🚀 Startup Profit Prediction\n\nThis project uses machine learning models to predict the **profit of a startup** based on R\u0026D Spend, Administration cost, and Marketing Spend.  \nIt leverages both **Linear Regression** and **Random Forest Regressor**, achieving high accuracy and great visual insights.\n\n---\n\n## 📊 Model Performance\n\n| Model                   | R² Score |\n|-------------------------|----------|\n| Linear Regression       | 96.68%   |\n| Random Forest Regressor | 95.08%   |\n\n---\n\n## 📸 Actual vs Predicted Plot\n\n![Actual vs Predicted for linear regression](visualize/actualvspredicted_linear_regression.png)\n![Actual vs Predicted for random forest regression](visualize/actualvspredicted_random_forest_regression.png)\n\n\n---\n\n## ⚙️ Technologies Used\n\n- Python\n- Jupyter Notebook\n- pandas, NumPy\n- scikit-learn\n- matplotlib, seaborn\n\n---\n\n## ▶️ How to Run\n\n1. Clone the repo:\n   ```bash\n   git clone https://github.com/your-username/startupprediction.git\n   cd startupprediction\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmohith1306%2Fstartup_profit_prediction","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmohith1306%2Fstartup_profit_prediction","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmohith1306%2Fstartup_profit_prediction/lists"}