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Duration 21 hours
Course Outline
Domain I: Core Principles of Artificial Intelligence
- Comprehension of AI Fundamentals and Historical Progression
- Assessment of AI Applications and Standard Patterns
- Application of Machine Learning Core Concepts
Domain II: CPMAI Methodology
- Distinction Between AI Project Management Strategies
- Execution of the Business Understanding Phase
- Oversight of the Data Understanding Phase
- Coordination of Data Preparation Procedures
- Determination of Model Development Strategies
- Performance of Model Evaluation and Maintenance Tasks
Domain III: Machine Learning
- Application of Classification and Clustering Algorithms
- Deployment of Neural Networks and Deep Learning Techniques
- Utilization of Generative AI and Large Language Models (LLMs)
- Selection of Machine Learning Tools and Platforms for government
Domain IV: Data for AI
- Management of Data Fundamentals and Big Data Concepts
- Implementation of Data Governance and Administration Practices
- Construction of Data Pipelines for AI
- Execution of Data Preparation and Transformation Processes
Domain V: AI Governance and Operations
- Evaluation of Model Performance and Precision Metrics
- Deployment of Models for Production Environments
Domain VI: Trustworthy AI
- Establishment of Ethical, Responsible, and Trustworthy AI Standards
- Implementation of AI Privacy and Security Protocols
- Assurance of AI Transparency and Explainability
- Navigation of AI Regulatory Frameworks and Compliance Requirements
Summary and Future Action Plan
Requirements
- CPMAI v7 does not require any prior work experience, technical knowledge or AI experience, certifications, or prerequisites to enroll in the course and take the exam for government service.
Audience
- Project, program, and product managers
- Data professionals
- Technologists, Consultants, and IT professionals
- Directors and Senior Managers leading AI initiatives
Testimonials (1)
Understanding that in project management is more about tailoring and assessing each situation than just deciding what to do next.