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CPMAI_v7 Test Cram Review - Test CPMAI_v7 Engine Version
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PMI CPMAI_v7 Exam Syllabus Topics:| Topic | Details | | Topic 1 | - Data for AI: This domain targets the Data
- AI Lead and explores the central role of data in AI deployments, including Big Data concepts and unstructured data utility. It defines data governance strategies such as steering, stewardship, lifecycle mapping, lineage tracking, and master data practices.
| | Topic 2 | - Machine Learning: This section is aimed at the Data
- AI Lead and addresses practical machine learning applications. It begins with classification, clustering, and reinforcement algorithms, including ensemble methods and evaluation against business needs. Afterwards, it examines neural network architecture design and deep learning implementation across multiple problem types. Generative AI and LLMs follow, covering use-case suitability, limitations, operation explanations, prompt engineering, fine-tuning, and integrating these technologies into augmented intelligence solutions.
| | Topic 3 | - Managing AI: This section is for the Project Manager and involves assessing model performance through quality assurance practices, validation techniques, overfitting and underfitting strategies, alignment with KPIs, and iterative refinements. It additionally covers the deployment of AI from training to inference, operationalization in production environments, on-premise or cloud resource selection, data lifecycle management, version control, and the choice of appropriate machine learning services.
| | Topic 4 | - Domain VI Trustworthy AI: This section is designed for the Project Manager and focuses on ethical, responsible, and transparent AI development. It covers building trustworthy systems, dispelling misconceptions, evaluating real-world ethical concerns, defining responsible frameworks, and implementing mitigation tactics for unintended harms. It addresses data privacy, GDPR compliance, protection of PII, anonymization techniques, security against adversarial threats, and monitoring.
| | Topic 5 | - AI Fundamentals: This section measures the abilities of a Project Manager and explores foundational AI concepts, including its definition, links to human cognition, and differences across AGI, Strong, Weak, and Narrow AI. It includes understanding the Turing Test and cognitive computing, dispelling myths, and applying augmented intelligence in business contexts. The historical progression of AI, such as AI winters, symbolic logic, expert systems, and fuzzy logic, is examined along with reasons for AI's current prominence and its role in digital transformation. The section continues to assess the identification of suitable AI use cases, understanding limitations, and adoption patterns like conversational AI, speech processing, anomaly detection, RPA, goal-driven systems, and integrated AI solutions.
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PMI Cognitive Project Management in AI CPMAI v7 - Training & Certification Exam Sample Questions (Q12-Q17):NEW QUESTION # 12
You're testing your model and it is overly sensitive to the fluctuations of data and having trouble generalizing.
What type of problem is this?
- A. You are overfitting the data
- B. You have selected the wrong data
- C. You are underfitting the data
- D. You have selected the wrong algorithm
Answer: A
Explanation:
Overfitting occurs when a model learns not only the underlying patterns but also the noise in the training data, causing it to perform well on seen data but poorly on unseen data. The CPMAI Glossary defines overfitting as "a modeling error where a model learns the training data too well, including its noise, resulting in poor performance on new data."
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NEW QUESTION # 13
Enhancing and cleaning data is an important action during which phase of CPMAI?
- A. Phase III
- B. Phase I
- C. Phase V
- D. Phase VI
- E. Phase IV
- F. Phase II
Answer: A
Explanation:
Phase III: Data Preparation is dedicated to all data-centric tasks, including cleaning ("Clean data") and enhancement ("Enhance & Augment data") of raw inputs so they're ready for model consumption.
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NEW QUESTION # 14
Your team was given a large dataset and has been tasked with organizing the data by type to make better insights from the results. You are facing problems with the approach that the previous project lead used which was a regression algorithm.
What type of algorithm is the best approach for this project?
- A. Clustering
- B. Binary (or Binomial) Classification
- C. Multiclass Classification
- D. Regression
Answer: A
Explanation:
When the goal is to group or organize unlabeled data into meaningful categories, CPMAI specifies the use of unsupervised clustering algorithms-for example, "if it is determined that an unsupervised clustering algorithm such as K-means will be used, the tool should support such needs" . Clustering is the appropriate method for discovering groupings by type.
NEW QUESTION # 15
You're creating an AI-enabled chatbot that is going to access user data. What areas related to data governance do you need to make sure you're addressing? (Select all that apply.)
- A. Data Quality Issues
- B. Business Risks
- C. Change Management Issues
- D. Data Quantity Issues
- E. Data Sharing challenges
- F. Privacy Risks
- G. Security Risks
Answer: A,E,F,G
Explanation:
Domain IV: Data for AI - Task 2: Implementing Data Governance and Management mandates establishing data stewardship, management plans, lineage, and master-data practices. Core governance concerns include how data is shared (A), ensuring user privacy (B), guarding against breaches (E), and maintaining high data quality (F). Quantity or change-management issues are operational rather than governance controls.
=========
NEW QUESTION # 16
A team is retraining a model and creating a new version of that model. What's the most important thing for the team to have in place before doing this?
- A. Model discovery
- B. Model operations
- C. Data operations
- D. Model Governance
Answer: D
Explanation:
In Phase VI: Model Operationalization, CPMAI specifies that a Model Governance Framework must be established before any model versioning or retraining occurs. This governance framework ensures proper version control, audit trails, and clear ownership for each model iteration, maintaining accountability and compliance throughout the model lifecycle.
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NEW QUESTION # 17
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