{"id":30692185,"url":"https://github.com/quantumcoderrr/buildcast","last_synced_at":"2025-09-02T04:49:18.942Z","repository":{"id":312324563,"uuid":"1047111958","full_name":"QuantumCoderrr/BuildCast","owner":"QuantumCoderrr","description":null,"archived":false,"fork":false,"pushed_at":"2025-08-29T19:45:21.000Z","size":4002,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2025-08-29T21:49:51.618Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"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/QuantumCoderrr.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,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2025-08-29T18:59:50.000Z","updated_at":"2025-08-29T19:45:24.000Z","dependencies_parsed_at":"2025-08-29T21:49:56.559Z","dependency_job_id":"45d394d1-d8f6-4719-85c5-84d7df56a2d8","html_url":"https://github.com/QuantumCoderrr/BuildCast","commit_stats":null,"previous_names":["quantumcoderrr/buildcast"],"tags_count":null,"template":false,"template_full_name":null,"purl":"pkg:github/QuantumCoderrr/BuildCast","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/QuantumCoderrr%2FBuildCast","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/QuantumCoderrr%2FBuildCast/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/QuantumCoderrr%2FBuildCast/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/QuantumCoderrr%2FBuildCast/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/QuantumCoderrr","download_url":"https://codeload.github.com/QuantumCoderrr/BuildCast/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/QuantumCoderrr%2FBuildCast/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273233265,"owners_count":25068731,"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","status":"online","status_checked_at":"2025-09-02T02:00:09.530Z","response_time":77,"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":[],"created_at":"2025-09-02T04:49:18.364Z","updated_at":"2025-09-02T04:49:18.928Z","avatar_url":"https://github.com/QuantumCoderrr.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 🏗️ BuildCast - Building Energy Prediction\n\nThis project is a **machine learning pipeline** for predicting building energy usage using **synthetic datasets**.  \nIt includes **data preprocessing, model training (LightGBM + PyTorch), evaluation, and visualization** of results.\n\n---\n\n## 📌 Features\n- Preprocessing with **StandardScaler** and **OneHotEncoder**  \n- **LightGBM baseline model** for regression  \n- **PyTorch neural network model** implementation  \n- **Evaluation metrics**: MAE, RMSE, R²  \n- **Graphical visualization** of predicted vs actual values  \n- **Synthetic dataset generation** with 20,000 data points for better visualization  \n\n---\n\n## 📂 Project Structure\n📦 Building-Energy-Prediction\n- 📜 main.py # Main training + evaluation pipeline\n- 📜 requirements.txt # Dependencies\n- 📜 buildings.csv # Example dataset\n- 📜 README.md # Project documentation\n\n---\n\n## ⚙️ Installation\n\n1. Clone the repository:\n```bash\ngit clone https://github.com/QuantumCoderrr/BuildCast.git\ncd BuildCast\n```\n\n2. Create a virtual environment \u0026 install dependencies:\n```bash\npython -m venv venv\nsource venv/bin/activate   # On Mac/Linux\nvenv\\Scripts\\activate      # On Windows\n\npip install -r requirements.txt\n```\n---\n\n## ▶️ Usage\n1. Run with existing dataset\n```bash\npython main.py\n```\n2. Generate \u0026 use synthetic dataset (20,000 points)\n```bash\npython generate_dataset.py\npython main.py\n```\n---\n\n## 📊 Visualization\nThe model outputs a scatter plot comparing actual vs predicted energy usage.\nThis helps visualize how well the model generalizes on test data.\n\n## 📈 Example Output\nMetrics (MAE, RMSE, R²) printed on console\nScatter plot of predictions vs actual values\n\n## 🛠️ Tech Stack\nPython 3.11+\nPandas, NumPy\nScikit-learn\nLightGBM\nPyTorch\nMatplotlib\n\n---\n\n## 👩‍💻 Author\nSandip Ghosh, Aishika Majumdar and Sandhita Poddar\n\n---\n\n## 📜 License\nThis project is licensed under the MIT License.\nFeel free to use, modify, and share with proper attribution.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fquantumcoderrr%2Fbuildcast","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fquantumcoderrr%2Fbuildcast","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fquantumcoderrr%2Fbuildcast/lists"}