I am an AI researcher and certified professional holding the PMI-CPMAI™ and AWS Certified Machine Learning – Specialty credentials, with hands-on experience across the AI project lifecycle, from data preparation and AI model development to model evaluation, deployment planning, and AI project management.

My work focuses on helping professionals understand not only how AI models are built, but also how AI initiatives should be planned, evaluated, governed, and operationalized in real business environments. I have experience connecting technical AI development with project-level decision-making, including business value alignment, data readiness, responsible AI considerations, model performance evaluation, and operational risk management.