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Update src/diabetes_prediction/app.py
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Update src/diabetes_prediction/app.py
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Fix model loading and prediction handling
- Fixed 'invalid index to scalar variable' error in predictions - Improved model loading and saving to handle different formats - Added better error handling and type conversion for predictions - Enhanced logging throughout the application - Added train_model.py script for standalone model training1957862 -
Fix data loading and preprocessing issues. Add preprocess_new_data method to DataProcessor class.
0808411 -
Refactor project structure and remove test files
c6663cf -
Enhance model performance and evaluation
- Improved data preprocessing with stratified zero-value imputation - Optimized Gradient Boosting parameters with early stopping - Added comprehensive model evaluation metrics (ROC-AUC, Precision-Recall) - Enhanced Streamlit UI with better visualizations - Added feature importance analysis - Improved cross-validation and model training processa5d4c8b -
Enhance model performance and evaluation
- Optimize Gradient Boosting hyperparameters - Add cross-validation during training - Improve evaluation metrics display - Add confusion matrix visualization - Track additional metrics like precision, recall, and ROC-AUCecdbf99 -
Fix missing import for split_data function
- Add split_data to imports from diabetes_prediction.data - Clean up duplicate imports7ea0675 -
Fix nested expanders in data insights display
- Remove nested expander in display_data_insights function - Improve data summary display with st.dataframe - Add better formatting for the correlation heatmap422f135 -
Add data directory and update Docker configuration
- Move diabetes.csv to data/ directory - Update Dockerfile to copy data directory - Update .dockerignore to include data directory228c49c -
Simplify requirements and fix Docker build
- Combine all dependencies into requirements.txt - Remove dependency on requirements.in - Fix Dockerfile COPY command syntax36addbe -
Update Docker configuration for proper deployment
- Update Dockerfile to handle the new project structure - Include both requirements.in and requirements.txt in the build - Set proper PYTHONPATH for module resolution - Update .dockerignore to exclude unnecessary filesbb65183 -
Fix module import issues and improve project structure
- Add run.py as the entry point for Streamlit - Update imports to use absolute imports - Fix YAML front matter in README.md - Separate production and development dependencies8f98213 -
Fix YAML front matter in README.md and update project structure
572266a -
Refactor project structure and improve code organization
- Reorganized code into a proper Python package structure - Added comprehensive configuration management - Improved error handling and logging - Added type hints and docstrings - Set up testing infrastructure - Updated README with better documentation - Added setup.py for package installation - Cleaned up unnecessary files32f1545 -
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