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Consider the following statements regarding Machine Unlearning (MUL):
1. Machine Unlearning (MUL) completely eradicates the influence of specific data points from the AI model.
2. MUL is only implemented through data-centric approaches like data reorganization and pruning.
3. Machine Unlearning is essential for maintaining data privacy, minimizing AI bias, and adhering to regulations mandating the deletion of sensitive information.
Which of the statements given above is/are correct?
  • a)
    1 Only
  • b)
    1 and 3 Only
  • c)
    1 and 2 Only
  • d)
    1, 2 and 3
Correct answer is option 'B'. Can you explain this answer?
Most Upvoted Answer
Consider the following statements regarding Machine Unlearning (MUL):1...
1. Machine Unlearning (MUL) completely eradicates the influence of specific data points from the AI model: This statement is correct. Exact unlearning methods aim to remove the influence of specific data points entirely from the model.
2. MUL is only implemented through data-centric approaches like data reorganization and pruning: This statement is incorrect. MUL can be implemented through various approaches, including model-centric approaches and prompting-based methods, not just data-centric ones.
3. Machine Unlearning is essential for maintaining data privacy, minimizing AI bias, and adhering to regulations mandating the deletion of sensitive information: This statement is correct. MUL plays a crucial role in ensuring data privacy and compliance with data protection regulations.
Thus, the correct statements are 1 and 3, making Option B the correct answer.
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Community Answer
Consider the following statements regarding Machine Unlearning (MUL):1...
Explanation:

Machine Unlearning (MUL)
Machine Unlearning (MUL) is a process that involves removing the influence of specific data points from an AI model. This is done to improve data privacy, minimize AI bias, and comply with regulations mandating the deletion of sensitive information.

Correct Statements
1. Statement 1: Machine Unlearning (MUL) completely eradicates the influence of specific data points from the AI model. This statement is correct as the primary goal of MUL is to eliminate the impact of certain data points on the AI model's decision-making process.
2. Statement 3: Machine Unlearning is essential for maintaining data privacy, minimizing AI bias, and adhering to regulations mandating the deletion of sensitive information. This statement is also correct as MUL plays a crucial role in ensuring data privacy, reducing bias in AI models, and complying with regulations regarding sensitive data deletion.
Therefore, the correct answer is option B) 1 and 3 Only, as statements 1 and 3 accurately describe the purpose and importance of Machine Unlearning.
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Consider the following statements regarding Machine Unlearning (MUL):1. Machine Unlearning (MUL) completely eradicates the influence of specific data points from the AI model.2. MUL is only implemented through data-centric approaches like data reorganization and pruning.3. Machine Unlearning is essential for maintaining data privacy, minimizing AI bias, and adhering to regulations mandating the deletion of sensitive information.Which of the statements given above is/are correct?a)1 Onlyb)1 and 3 Onlyc)1 and 2 Onlyd)1, 2 and 3Correct answer is option 'B'. Can you explain this answer?
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Consider the following statements regarding Machine Unlearning (MUL):1. Machine Unlearning (MUL) completely eradicates the influence of specific data points from the AI model.2. MUL is only implemented through data-centric approaches like data reorganization and pruning.3. Machine Unlearning is essential for maintaining data privacy, minimizing AI bias, and adhering to regulations mandating the deletion of sensitive information.Which of the statements given above is/are correct?a)1 Onlyb)1 and 3 Onlyc)1 and 2 Onlyd)1, 2 and 3Correct answer is option 'B'. Can you explain this answer? for UPSC 2024 is part of UPSC preparation. The Question and answers have been prepared according to the UPSC exam syllabus. Information about Consider the following statements regarding Machine Unlearning (MUL):1. Machine Unlearning (MUL) completely eradicates the influence of specific data points from the AI model.2. MUL is only implemented through data-centric approaches like data reorganization and pruning.3. Machine Unlearning is essential for maintaining data privacy, minimizing AI bias, and adhering to regulations mandating the deletion of sensitive information.Which of the statements given above is/are correct?a)1 Onlyb)1 and 3 Onlyc)1 and 2 Onlyd)1, 2 and 3Correct answer is option 'B'. Can you explain this answer? covers all topics & solutions for UPSC 2024 Exam. Find important definitions, questions, meanings, examples, exercises and tests below for Consider the following statements regarding Machine Unlearning (MUL):1. Machine Unlearning (MUL) completely eradicates the influence of specific data points from the AI model.2. MUL is only implemented through data-centric approaches like data reorganization and pruning.3. Machine Unlearning is essential for maintaining data privacy, minimizing AI bias, and adhering to regulations mandating the deletion of sensitive information.Which of the statements given above is/are correct?a)1 Onlyb)1 and 3 Onlyc)1 and 2 Onlyd)1, 2 and 3Correct answer is option 'B'. Can you explain this answer?.
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