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Rana-Tigrina/README.md
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🧠 AI Engineering Expertise

class AIEngineer:
    def __init__(self):
        self.name = "Munawwar"
        self.role = "AI Engineer"
        self.specialties = ["RAG Systems", "AI Agents", "LLM Optimization", "ASR"]
        self.tools = ["LangChain", "LlamaIndex", "Transformers", "Vector DBs"]
        
    def solve_problems_with_ai(self, challenge):
        solution = apply(self.specialties, challenge)
        return optimize_for_production(solution)

I design and implement intelligent solutions by combining foundational ML knowledge with cutting-edge LLM techniques. With expertise in developing generative AI systems, RAG pipelines, and AI-driven knowledge bases, I focus on bridging research advances and practical business applications.

πŸš€ Featured AI Projects

Advanced RAG System for PDF Q&A

Project 1

Built a sophisticated RAG system using embeddings, vector search, and reranking for precise document Q&A

AI Therapy Notes Generator

Project 2

Developed an LLM-powered system that generates therapy notes from session transcripts

πŸ”­ Current Focus

Mental Health Diagnostic App
Developing an AI-powered mental health assessment tool
RAG Systems
Building advanced retrieval systems with reasoning capabilities
Agent Systems
Developing autonomous AI agents with planning capabilities
Learning
Deep diving into LangGraph, multimodal models, and embedding techniques

πŸ“Š GitHub Stats

πŸ” AI Engineering Philosophy

"AI systems should be robust, transparent, and built to solve real problems. My goal is to create solutions that bridge cutting-edge research with practical applications."

  • RAG Expert: Specialized in designing retrieval systems with context processing
  • Agent Developer: Build autonomous AI systems with planning and reasoning capabilities
  • ASR Specialist: Experience with speech recognition systems and audio processing
  • LLM Optimization: Proficient in fine-tuning, prompt engineering, and deployment
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