{"id":19926245,"url":"https://github.com/milind-ranjan/bitpredictor","last_synced_at":"2026-06-08T08:34:21.194Z","repository":{"id":254325518,"uuid":"846199016","full_name":"Milind-Ranjan/BitPredictor","owner":"Milind-Ranjan","description":null,"archived":false,"fork":false,"pushed_at":"2025-06-21T19:44:09.000Z","size":1044,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-06-21T20:30:32.336Z","etag":null,"topics":[],"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/Milind-Ranjan.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}},"created_at":"2024-08-22T18:07:00.000Z","updated_at":"2025-06-21T19:44:12.000Z","dependencies_parsed_at":null,"dependency_job_id":"d1aae94e-3d05-43be-8dfa-474d3158d3e1","html_url":"https://github.com/Milind-Ranjan/BitPredictor","commit_stats":null,"previous_names":["milind-ranjan/bitpredictor"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/Milind-Ranjan/BitPredictor","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Milind-Ranjan%2FBitPredictor","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Milind-Ranjan%2FBitPredictor/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Milind-Ranjan%2FBitPredictor/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Milind-Ranjan%2FBitPredictor/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Milind-Ranjan","download_url":"https://codeload.github.com/Milind-Ranjan/BitPredictor/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Milind-Ranjan%2FBitPredictor/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":34055249,"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":"2026-06-08T02:00:07.615Z","response_time":111,"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":"2024-11-12T22:28:34.447Z","updated_at":"2026-06-08T08:34:21.188Z","avatar_url":"https://github.com/Milind-Ranjan.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# ₿ BitPredictor\n\nA machine learning-powered Bitcoin price prediction tool with an interactive web dashboard.\n\n## 🚀 Quick Start\n\n1. **Clone and Setup**\n   ```bash\n   git clone \u003cyour-repo-url\u003e\n   cd BitPredictor\n   python3 -m venv venv\n   source venv/bin/activate  # On Windows: venv\\Scripts\\activate\n   pip install -r requirements.txt\n   ```\n\n2. **Run the Dashboard**\n   ```bash\n   streamlit run dashboard.py\n   ```\n\n3. **Train and Predict**\n   - Adjust model parameters in the sidebar\n   - Click \"🚀 Train Model\" to start training\n   - View predictions and performance metrics\n\n## 📊 Demo\n\n### Dashboard Overview\n![Dashboard Overview](demo/1.png)\n\n### Model Training \u0026 Results\n![Model Results](demo/2.png)\n\n## 🛠️ Features\n\n- **Interactive Dashboard**: Real-time Bitcoin price visualization\n- **Customizable Models**: Adjust window size, prediction horizon, and training epochs\n- **Performance Metrics**: MAE, RMSE, MAPE evaluation\n- **Visual Analysis**: Compare predictions vs actual prices\n- **Historical Data**: Automatic Bitcoin price data download\n\n## 📈 Model Architecture\n\n- **Input**: Historical price windows (customizable size)\n- **Architecture**: Dense neural network with ReLU activation\n- **Output**: Multi-day price predictions\n- **Framework**: TensorFlow/Keras\n\n## 🔧 Alternative Usage\n\nRun the standalone model script:\n```bash\npython model.py\n```\n\n## 📋 Requirements\n\n- Python 3.8+\n- TensorFlow\n- Streamlit\n- Pandas, NumPy, Matplotlib, Plotly\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmilind-ranjan%2Fbitpredictor","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmilind-ranjan%2Fbitpredictor","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmilind-ranjan%2Fbitpredictor/lists"}