Tashkhees

Tashkhees is a professional Arabic medical question classification system.

It integrates deep learning + NLP preprocessing + API intelligence in one pipeline:

? Fine-tuned MARBERT (with LoRA & PEFT) for domain-specific classification.

? Scrubbing & advanced preprocessing: normalization, diacritic removal, tokenization (via CamelTools).

️ Speech-to-text input with SpeechRecognition and text-to-speech feedback using gTTS.

Threshold-based hybrid decision making:

High confidence → classification from fine-tuned model.

Low confidence → fallback to Gemini API.

Unified answers always generated by Gemini, while labels come from the model or Gemini depending on confidence.