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PMI CPMAI Exam Syllabus Topics:
| Section |
Weight |
Objectives |
| Trustworthy AI |
9% |
- Privacy and security - Ethical considerations and bias - Transparency and explainability
|
| Data for AI |
13% |
- Data strategy and governance - Data preparation and preprocessing - DataOps concepts
|
| Machine Learning |
13% |
- Algorithms and models (e.g., NLP, Computer Vision) - Deep Learning and Neural Networks - Supervised, Unsupervised, and Reinforcement Learning
|
| AI Fundamentals |
16% |
- Concepts and terminology of Artificial Intelligence - Types of AI and Machine Learning - AI capabilities and limitations
|
| Managing AI |
8% |
- Managing AI project teams and resources - Risk management in AI projects - Stakeholder management
|
| CPMAI Methodology |
41% |
- Phase I: Problem Identification
- 1. Identify business needs and solutions
- 2. Evaluate initial AI feasibility
- Phase VI: Iteration & Monitoring
- 1. Retraining and model drift management
- 2. Continuous monitoring and iteration
- Phase V: Operationalization
- 1. Define success criteria and monitoring
- 2. Plan for deployment and integration
- Phase II: Data Identification & Curation
- 1. Identify data needs
- 2. Assess data readiness and quality
- Phase IV: Model Evaluation
- 1. Evaluate model performance against metrics
- 2. Oversee AI/ML model QA/QC
- Phase III: Algorithm Selection & Model Training
- 1. Manage model training and configuration
- 2. Oversee AI/ML model technique selection
|
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CPMAI시험패스자료, CPMAI최고합격덤프
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최신 CPMAI CPMAI 무료샘플문제 (Q313-Q318):
질문 # 313
Use cognitive technologies/AI when you can't code the rules or you can't scale easily with people or automation. As a good rule of thumb when deciding if AI is right for the project you should:
- A. Decide if it's probabilistic or deterministic patterns. If it's probabilistic then go with the AI project.
- B. Decide if it's a statistics pattern. If it's statistical then go with the AI project.
- C. Decide if it's probabilistic or deterministic patterns. If it's deterministic then go with the AI project.
- D. See if simple rules work. If yes, then pick the right AI solution to solve the problem.
정답:C
질문 # 314
A telecommunications company is adopting an AI-based customer service chatbot. They are concerned about potential quality issues affecting customer satisfaction. What should the project manager do?
- A. Initiate a beta testing phase with a small group of customers
- B. Set up a dedicated team to monitor and address quality issues
- C. Conduct regular performance reviews and updates based on customer feedback
- D. Develop a comprehensive quality assurance plan for the chatbot
정답:D
설명:
From a project management framework (such as PMBOK), quality must be planned in, not inspected in.
When faced with potential quality risks before or during adoption, a project manager's standard first step is to establish a Quality Assurance (QA) Plan. This plan defines quality standards, testing metrics, success criteria, and how quality control will be executed throughout the project lifecycle.
질문 # 315
A project member is deciding on the appropriate AI algorithm for a new project. The goal is to achieve high accuracy while maintaining transparency in the decision-making process.
What should the project manager suggest?
- A. Evaluate the explainability of potential algorithms.
- B. Consult with stakeholders about their transparency requirements.
- C. Select an algorithm known for high accuracy in similar projects.
- D. Ensure the selected algorithm complies with industry standards.
정답:A
설명:
Evaluating algorithm explainability helps ensure the selected model can provide understandable reasons for its predictions or decisions while still meeting performance requirements. This directly supports the project's need to balance accuracy with transparency.
질문 # 316
A project manager needs to select an effective technique to address distinct outputs and objectives in AI/machine learning (ML) model training. What should the project manager use?
- A. A fixed set of predefined prompts
- B. A generic prompt template
- C. A single comprehensive prompt for all tasks
- D. A sequence of prompts tailored to each output
정답:D
설명:
A sequence of prompts tailored to each output allows the training process to handle different objectives separately and guide the model toward the specific type of response or result required for each task.
질문 # 317
In an IT services firm, the AI project team is tasked with developing a virtual assistant to support customer service operations. The assistant must integrate seamlessly with existing customer relationship management (CRM) systems and handle a variety of customer queries.
Which necessary initial task should the project manager take?
- A. Designing a custom Al algorithm that enhances the chatbot's capacity
- B. Conducting a comprehensive data audit
- C. Procuring advanced natural language processing (NLP) libraries
- D. Building a dedicated data lake
정답:B
설명:
A comprehensive data audit should be performed first to identify what customer and CRM data is available, assess its quality and accessibility, and determine integration constraints. This establishes whether the virtual assistant has the reliable data foundation needed to handle customer queries effectively.
질문 # 318
......
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