class MachineLearningEngineer:
    """
    AI Researcher & ML Engineer specializing in Computer Vision,
    Deep Learning, and 3D Graphics | Building intelligent systems
    that bridge perception and cognition
    """
    
    def __init__(self):
        self.name = "Reiyo"
        self.role = "Machine Learning Engineer"
        self.company = "@Synexian-Labs-Private-Limited"
        self.location = "New Jersey, USA"
        self.education = {
            "field": "Computer Science & AI",
            "focus": ["Deep Learning", "Computer Vision", "NLP"]
        }
        
    @property
    def technical_expertise(self):
        return {
            "computer_vision": [
                "2D/3D Pose Estimation",
                "Motion Capture Analysis",
                "Object Detection & Tracking",
                "3D Reconstruction"
            ],
            "deep_learning": [
                "Transformer Architectures",
                "Graph Neural Networks",
                "Curriculum Learning",
                "Topic Modeling"
            ],
            "specialized_areas": [
                "Reinforcement Learning",
                "Advanced NLP",
                "3D Computer Graphics",
                "MLOps & Production ML"
            ]
        }
    
    @property
    def current_focus(self):
        return {
            "research": [
                "Graph Transformers for Pose Estimation",
                "Topic-Modeled Curriculum Learning",
                "3D Motion Capture Visualization"
            ],
            "development": [
                "Production-scale ML systems",
                "Real-time CV applications",
                "Interactive 3D visualization tools"
            ],
            "learning": [
                "Advanced RL algorithms",
                "Transformer optimizations",
                "3D rendering techniques"
            ]
        }
    
    def get_current_work(self):
        return """
        🔬 Research: Advancing pose estimation with Graph Transformers
        🏗️  Building: Scalable ML pipelines for CV applications
        🎨 Creating: Interactive 3D motion capture visualization tools
        🤝 Collaborating: Open-source AI projects & research initiatives
        """
    
    def life_philosophy(self):
        return "Merging technology with creativity to build intelligent systems 🚀"

# Initialize
me = MachineLearningEngineer()
print(me.get_current_work())
print(f"\n💡 Philosophy: {me.life_philosophy()}")