Salesforce-AI-Associate Free Practice Test

What should be done to prevent bias from entering an AI system when training it?

1. A. Use alternative assumptions.
2. B. Import diverse training data.
3. C. Include Proxy variables.

Correct Answer: B
“Using diverse training data is what should be done to prevent bias from entering an AI system when training it. Diverse training data means that the data covers a wide range of features and patterns that are relevant for the AI task. Diverse training data can help prevent bias by ensuring that the AI system learns from a balanced and representative sample of the target population or domain. Diverse training data can also help improve the accuracy and generalization of the AI system by capturing more variations and scenarios in the data.”

Cloud Kicks wants to ensure that multiple records for the same customer are removed in Salesforce.
Which feature should be used to accomplish this?

1. A. Duplicate management
2. B. Trigger deletion of old records
3. C. Standardized field names

Correct Answer: A
“Duplicate management should be used to remove multiple records for the same customer in Salesforce. Duplicate management is a feature that helps prevent and manage duplicate records in Salesforce. Duplicate management can help define matching rules, duplicate rules, and alert messages to detect and merge duplicate records.”

A healthcare company implements an algorithm to analyze patient data and assist in medical diagnosis.
Which primary role does data Quality play In this AI application?

1. A. Enhanced accuracy and reliability of medical predictions and diagnoses
2. B. Ensured compatibility of AI algorithms with the system's Infrastructure
3. C. Reduced need for healthcare expertise in interpreting AI outouts

Correct Answer: A
“Data quality plays a crucial role in enhancing the accuracy and reliability of medical predictions and diagnoses. Poor data quality can lead to inaccurate or misleading results, which can have serious consequences for patients’ health and well-being. Therefore, it is important to ensure that the data used for AI applications in healthcare is accurate, complete, consistent, and relevant.”

Cloud Kicks wants to implement AI features on its 5aiesforce Platform but has concerns about potential ethical and privacy challenges.
What should they consider doing to minimize potential AI bias?

1. A. Integrate AI models that auto-correct biased data.
2. B. Implement Salesforce's Trusted AI Principles.
3. C. Use demographic data to identify minority groups.

Correct Answer: B
“Implementing Salesforce’s Trusted AI Principles is what Cloud Kicks should consider doing to minimize potential AI bias. Salesforce’s Trusted AI Principles are a set of guidelines and best practices for developing and using AI systems in a responsible and ethical way. The principles include Accountability, Fairness & Equality, Transparency & Explainability, Privacy & Security, Reliability & Safety, Inclusivity & Diversity, Empowerment & Education.”

Cloud Kicks uses Einstein to generate predictions out is not seeing accurate results? What to a potential mason for this?

1. A. Poor data quality
2. B. The wrong product
3. C. Too much data

Correct Answer: A
“Poor data quality is a potential reason for not seeing accurate results from an AI model. Poor data quality means that the data is inaccurate, incomplete, inconsistent, irrelevant, or outdated for the AI task. Poor data quality can affect the performance and reliability of AI models, as they may not have enough or correct information to learn from or make accurate predictions.”