AWS Certified AI Practitioner: Ideal for beginners covering ethical AI and generative AI concepts.AWS Certified Machine Learning Engineer—Associate: For experienced professionals deploying AI solutions on AWS.Google's Machine Learning And AI Learning Path: Offers skills badges and prepares for the professional machine learning engineer exam.Stanford University's AI Awakening: Focuses on AI's impact on economy, society, and ethical considerations.IBM AI Developer Professional Certificate: Teaches foundational AI skills like large language models and Python.