ACTUAL GARPRandAI EXAM QUESTIONS DUMPS

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Exam Code: GARPRandAI
Exam Name: Risk and AI (RAI)
Related Certification: GARP Certification
Total Questions: 300 Questions Answers
Last Update Date: 15 January, 2026
Free Updates Period: 90 Days Free Updates
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Question 1: Machine Learning for Unlabeled Data

Which type of machine learning is best suited for detecting patterns in unlabeled data, such as grouping similar stocks based on characteristics?

Options:

  • A. Supervised Learning

  • B. Unsupervised Learning

  • C. Semi-Supervised Learning

  • D. Reinforcement Learning

Correct Answer: B. Unsupervised Learning

Explanation:

  • Correct (B): Unsupervised learning is designed to identify patterns and relationships in unlabeled data, making it ideal for tasks such as clustering similar stocks based on shared characteristics.

  • Incorrect (A): Supervised learning requires labeled data and is mainly used for classification or prediction tasks.

  • Incorrect (C): Semi-supervised learning uses both labeled and unlabeled data, but its primary goal is still prediction rather than pure pattern discovery.

  • Incorrect (D): Reinforcement learning focuses on decision-making through trial and error using rewards and penalties, not pattern detection.


Question 2: Data Types in Financial Datasets

Which term best describes a dataset that includes a mix of organized, structured financial data and unstructured text data from customer reviews?

Options:

  • A. Structured Data

  • B. Unstructured Data

  • C. Semi-Structured Data

  • D. Binary Data

Correct Answer: C. Semi-Structured Data

Explanation:

  • Correct (C): Semi-structured data contains both structured elements (such as financial tables) and unstructured content (such as customer reviews).

  • Incorrect (A): Structured data follows a strict format and does not include unstructured components.

  • Incorrect (B): Unstructured data lacks a predefined format and does not include organized elements.

  • Incorrect (D): Binary data represents values in two states (such as yes/no or 0/1) and does not describe mixed data formats.

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