AI professional with 8+ years of experience spanning software engineering, data, and artificial intelligence. My expertise spans Applied AI, Generative AI, Machine Learning, Data Engineering, and AI for Healthcare, complemented by hands-on research in medical imaging and AI systems. I bring a cross-functional perspective across industry, research, and technology, and share practical insights on AI/ML careers, research pathways, portfolios, GenAI, and transitioning into high-impact AI roles.