class AlyyanAhmed:
def __init__(self):
self.role = "AI/ML Engineer"
self.focus_areas = [
"Computer Vision 👁️",
"Agentic LLMs 🤖",
"Production MLOps ⚙️"
]
self.expertise = {
"pipeline": "research → training → deployment → monitoring",
"infrastructure": ["CI/CD", "Docker", "Model Serving", "Edge AI"],
"frameworks": ["LangChain", "LangGraph", "RAG", "Agentic Workflows"]
}
def current_mission(self):
return "Building intelligent systems that bridge research and production"
😀 Facial Emotion Recognition - Full MLOps System
Tech Stack: ViT • DVC • MLflow • Docker • Gradio
Features:
- End-to-end ML pipeline with version control
- CI/CD automation for seamless deployment
- Interactive Gradio web interface
- Production deployment on Hugging Face Spaces
🤖 Agentic SQL Assistant - LLM + MySQL Integration
Tech Stack: LangChain • LangGraph • RAG • MySQL
Features:
- Natural language to SQL conversion
- Real-time analytics and insights
- Coaching-style feedback system
- Hybrid RAG + SQL architecture
🩺 Pneumonia Detection - Edge-Optimized CNN
Tech Stack: TensorFlow • TFLite • OpenCV
Features:
- Lightweight CNN architecture
- Optimized for low-resource environments
- Clinical-grade accuracy
- Mobile and edge device inference
🫁 Chest X-ray Multi-Class Classification
Tech Stack: PyTorch • Albumentations • scikit-learn
Features:
- Advanced data augmentation pipeline
- Comprehensive evaluation metrics
- Detailed classification reports
- Transfer learning with pre-trained models
🤖 Smart Cleaning Bot - Edge AI + Robotics
Tech Stack: Raspberry Pi • Arduino • TensorFlow Lite
Features:
- Autonomous navigation system
- Real-time edge inference
- Advanced path planning algorithms
- Multi-sensor fusion
| 🎯 Area | 📝 Details |
|---|---|
| 🤖 Agentic AI | Tool use, memory systems, planning, multi-step reasoning |
| 🏭 Industrial RAG | Hybrid RAG + SQL architectures for enterprise |
| 🚀 Scalable ML | FastAPI, Docker, GPU/TPU deployments |
| 🤖 Robotics | Path planning, reinforcement learning, control systems |
| 💻 Local LLMs | vLLM, Ollama, efficient inference optimization |
