Industry certifications in Python programming, artificial intelligence, machine learning, or data science (e.g., PCEP or equivalent).AI practitioner or engineer certifications (e.g., CAIP, Oracle GenAI, or comparable industry-recognized credentials).Experience with AI development frameworks and tools, such as machine learning libraries, model deployment platforms, or generative AI systems. A doctorate in Artificial Intelligence, Computer Science, Data Science, Information Systems, or a closely related field is required, with at least 18 graduate credit hours in artificial intelligence, machine learning, data science, or a related computational discipline.