ci(hooks): add pre-commit config with ruff and mypy hooks

fix(ml): add input shape validation before model prediction

fix(logging): replace f-string logging with lazy %s formatting

refactor(ml): decouple Streamlit caching from model module

Prepare for Hugging Face Spaces deployment: add metadata and fix model path

Refactor app with security fixes, error handling, and type safety