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FitTurkAI — Turkish AI-Powered Health Assistant

An AI health assistant developed for Teknofest Turkish NLP Competition, featuring a fine-tuned LLaMA model and RAG infrastructure for personalized health recommendations.

LLaMA QLoRA RAG FAISS Hugging Face FastAPI Next.js Python
GitHub

Problem

Lack of a specialized Turkish AI assistant capable of generating contextual and personalized responses for Turkish health content.

Approach

Developed as a team project for the Teknofest Turkish NLP Competition:

  • Model: LLaMA-based large language model fine-tuned with QLoRA on Turkish health data
  • Knowledge Retrieval: RAG (Retrieval-Augmented Generation) + FAISS vector database for contextual enrichment
  • Backend: High-performance API layer with FastAPI
  • Frontend: Modern interactive chat interface with Next.js
  • Personalization: Analyzes user health data to provide customized recommendations

Outcome

A Turkish health AI assistant that generates accurate contextual responses to health questions and personalizes recommendations based on user data. Presented at the Teknofest competition.