You are establishing the data requirements for the project. Which of the following tasks is the least likely to impact data requirements?
Correct Answer:B
In Phase II: Data Understanding, CPMAI??s Generic Task Groups focus on:
Collecting initial data (identifying sources and volumes) and describing data (location/source) .
Verifying data quality to ensure completeness and correctness .
Team composition (the makeup of your data team) is addressed earlier under Phase I: Assess Situation, not during the Data Understanding phase where data requirements (quality, volume, source) are determined.
- [CPMAI Methodology]
When looking to implement AI to help break the Digital Transformation logjam, it's important to:
Correct Answer:A
CPMAI emphasizes that the largest barriers to AI adoption are organizational and cultural, not technical. In Phase I??s Assess Situation task group, teams inventory not only tools and data but also resources, constraints, and the cultural readiness for AI—ensuring leadership and staff embrace data-driven decision-making and experimentation. Without the right AI culture in place, even the best technology investments fail to deliver value .
- [Data for AI]
Enhancing and cleaning data is an important action during which phase of CPMAI?
Correct Answer:C
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.
- [Managing AI]
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.)
Correct Answer:ABEF
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.
- [Machine Learning]
Creating machine learning models can be complicated. Your team wants to use tools called Automated Machine Learning (AutoML) to simplify the process. You know of another team that has used AutoML tools and it's saved the team a lot of time.
However, what's the one area you should not have the AutoML tool help with?
Correct Answer:B
CPMAI??s Usage of AutoML task instructs teams to ??Document how AutoML tools will be used for model creation?? and to verify that the output can be integrated into the overall I/O flow . While AutoML excels at automating algorithm selection, model selection, hyperparameter tuning, and even preliminary performance metrics, CPMAI places iterative modeling and evaluation squarely under the manual Model Evaluation phase—where teams must interpret results against business success criteria and decide on next steps. Entrusting that high-level, iterative decision-making to an AutoML black box would undermine the human- centric evaluation that CPMAI mandates.
You are working for a large multinational organization and have been assigned to a new project. For your new ML project you need to make sure you're managing data privacy and security as you're working with sensitive customer data.
What critical security issues do you need to make sure you address (Select all that apply.):
Correct Answer:ABCD