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  Artificial intelligence (AI) is revolutionizing industries worldwide, but successfully managing AI projects remains a challenge. Traditional project management methods often fail to meet the dynamic and iterative nature of AI development. This is where Cognitive Project Management for AI ( CPMAI ) comes in. CPMAI is a structured methodology designed to optimize AI project workflows, ensuring efficiency, scalability, and success. Understanding CPMAI Cognitive Project Management for AI (CPMAI) is an industry-recognized methodology tailored to AI and machine learning (ML) projects. Unlike conventional project management frameworks such as Agile or Waterfall, CPMAI integrates AI-specific best practices, focusing on iterative development, data-centric approaches, and ethical AI deployment. Key Components of CPMAI Data-Centric Approach: AI models heavily rely on data quality. CPMAI ensures that data collection, cleansing, and validation are integral to the project lifecycle. Iterati...