Add DuckDB support for SQL-based analytics and enhance FastAPI model serving documentation. Updated .gitignore to include model artifacts and refined README for clarity on testing and deployment instructions.

Update sidebar links in Streamlit app and enhance README with quick links and project summaries. Added recruiter-focused sections to improve visibility and accessibility of portfolio assets.

Enhance notebooks for corporate bankruptcy prediction and transit performance analysis. Implemented `set_seed(42)` for reproducibility, improved data loading with `portfolio_utils`, and refined visualizations. Updated README for clearer project structure and usage instructions.

Refactor notebooks to enhance reproducibility and data loading. Added `set_seed(42)` for consistent results across models. Updated data loading methods to utilize `portfolio_utils` for better organization and error handling. Improved visualizations in heart disease and transit delay analyses. Enhanced README for clarity on project structure and usage.

Update Streamlit_Langchain_RAG_LLM.py

Update Streamlit_Langchain_RAG_LLM.py

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FinTech: Corporate Bankruptcy Prediction