CPMAI資訊,CPMAI信息資訊

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PMI CPMAI Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|
| Topic 1: Data for AI | | - Data identification and governance
- 1. Data sourcing and selection
- 2. Data compliance and ethics
|
| Topic 2: AI System Testing and Evaluation | | - Model evaluation and monitoring
- 1. Explainability and reliability assessment
- 2. Performance evaluation and drift detection
|
| Topic 3: Identify Business Needs and Solutions | 26% | - Problem framing and business alignment
- 1. Define AI business objectives
- 2. Feasibility and ROI analysis
|
| Topic 4: AI Model Development and Iteration | | - Model building and validation
- 1. Machine learning / generative AI model development
- 2. Iterative delivery approach
|
| Topic 5: AI Operationalization and Governance | | - Deployment and lifecycle management
- 1. Continuous improvement and monitoring
- 2. AI governance and responsible AI
|
| Topic 6: Data Preparation for AI | | - Data cleaning and transformation
- 1. Feature engineering and preparation
- 2. Data quality assurance
|
>> CPMAI資訊 <<
CPMAI認證考試考古題
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最新的 CPMAI CPMAI 免費考試真題 (Q314-Q319):
問題 #314
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. See if simple rules work. If yes, then pick the right AI solution to solve the problem.
- C. Decide if it's a statistics pattern. If it's statistical then go with the AI project.
- D. Decide if it's probabilistic or deterministic patterns. If it's deterministic then go with the AI project.
答案:A
解題說明:
AI is best suited for problems with probabilistic patterns where outcomes are uncertain and rules cannot be easily coded, making it a better fit than deterministic rule-based approaches.
問題 #315
A government agency is using an AI system to analyze public data for policymaking decisions.
The project manager needs to address the risks related to data accuracy, privacy, and misuse.
What represents the highest risk to the agency?
- A. The user data is stored in an unsecured database.
- B. The system lacks a transparency process.
- C. The AI system relies on third-party providers.
- D. The AI system is not regularly updated with new data.
答案:A
解題說明:
Storing user data in an unsecured database creates the highest risk because it directly exposes sensitive information to unauthorized access, privacy violations, misuse, and regulatory noncompliance. For a government AI system, weak data security can undermine public trust and create serious legal and ethical consequences.
問題 #316
You're in charge of marketing at your organization and you've been tasked with using AI to help create marketing images. What's a good solution for this need?
- A. Decision tree and Random Forest approaches
- B. Image and object detection and recognition systems
- C. Generative AI solutions for content generation
- D. Autonomous patterns and process automation
答案:C
解題說明:
Generative AI is designed to create new content, such as marketing images, by learning patterns from existing data and generating novel outputs.
問題 #317
During CPMAI Phase II it's important to not only understand the sources of your data, but also what data is required for training as well as identifying the features that are required. When looking to gather data, what approach is best when determining how much data you need?
- A. The "goldilocks" approach
- B. The "more is better" approach
- C. The "less is better" approach
- D. There is no correct approach
答案:A
解題說明:
The "goldilocks" approach focuses on gathering an optimal amount of data - enough to train effective models without unnecessary excess - balancing quality and quantity for best results.
問題 #318
A finance company is planning an AI project to improve fraud detection. The project manager has identified multiple cognitive patterns that can be used. Which method will narrow the project scope?
- A. Implementing all identified patterns in parallel to test their effectiveness
- B. Prioritizing patterns based on their potential impact and complexity
- C. Comparing cognitive patterns against noncognitive requirements
- D. Rotating through cognitive and non-cognitive patterns sequentially in short iterations
答案:B
解題說明:
Prioritizing patterns based on potential impact and complexity helps narrow the scope by selecting the cognitive patterns that provide the most value while remaining feasible to implement. This keeps the fraud detection project focused and avoids unnecessary complexity from trying to use every identified pattern.
問題 #319
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