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End-to-end NLP text classification pipeline on AG News, a custom LLaMA-inspired transformer with RoPE/RMSNorm/SwiGLU, Optuna + MLflow hyperparameter tuning, uncertainty-aware evaluation, bundle promotion, FastAPI serving, and Streamlit dashboard. Deployable via Docker & HF Spaces.