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Menu iconMenu iconNLP with Transformers: Fundamentals and Core Applications
NLP with Transformers: Fundamentals and Core Applications

Quiz Part III

Answers Key

Multiple Choice:

  1. (c)
  2. (d)
  3. (d)
  4. (b)
  5. (c)

True/False:

6. False

7. True

8. True

9. True

10. False

Fill-in-the-Blank:

11. token IDs

12. bidirectional

13. softmax

14. predefined categories

15. task-specific

Short Answer:

16. Text tokenization, truncation, padding, converting text into token IDs.

17. F1-score balances precision and recall, making it better suited for imbalanced datasets.

18. Sentiment analysis identifies sentiment polarity; news categorization assigns topics to articles.

19. Loading pre-trained BERT, preprocessing data, fine-tuning, and evaluation.

20. Monitoring customer satisfaction, analyzing social media sentiment.

This quiz is designed to reinforce your understanding of the material covered in Part III. You’ll gain clarity on key concepts and practical applications by answering these questions. Keep practicing and applying these ideas in real-world scenarios to solidify your knowledge!

Answers Key

Multiple Choice:

  1. (c)
  2. (d)
  3. (d)
  4. (b)
  5. (c)

True/False:

6. False

7. True

8. True

9. True

10. False

Fill-in-the-Blank:

11. token IDs

12. bidirectional

13. softmax

14. predefined categories

15. task-specific

Short Answer:

16. Text tokenization, truncation, padding, converting text into token IDs.

17. F1-score balances precision and recall, making it better suited for imbalanced datasets.

18. Sentiment analysis identifies sentiment polarity; news categorization assigns topics to articles.

19. Loading pre-trained BERT, preprocessing data, fine-tuning, and evaluation.

20. Monitoring customer satisfaction, analyzing social media sentiment.

This quiz is designed to reinforce your understanding of the material covered in Part III. You’ll gain clarity on key concepts and practical applications by answering these questions. Keep practicing and applying these ideas in real-world scenarios to solidify your knowledge!

Answers Key

Multiple Choice:

  1. (c)
  2. (d)
  3. (d)
  4. (b)
  5. (c)

True/False:

6. False

7. True

8. True

9. True

10. False

Fill-in-the-Blank:

11. token IDs

12. bidirectional

13. softmax

14. predefined categories

15. task-specific

Short Answer:

16. Text tokenization, truncation, padding, converting text into token IDs.

17. F1-score balances precision and recall, making it better suited for imbalanced datasets.

18. Sentiment analysis identifies sentiment polarity; news categorization assigns topics to articles.

19. Loading pre-trained BERT, preprocessing data, fine-tuning, and evaluation.

20. Monitoring customer satisfaction, analyzing social media sentiment.

This quiz is designed to reinforce your understanding of the material covered in Part III. You’ll gain clarity on key concepts and practical applications by answering these questions. Keep practicing and applying these ideas in real-world scenarios to solidify your knowledge!

Answers Key

Multiple Choice:

  1. (c)
  2. (d)
  3. (d)
  4. (b)
  5. (c)

True/False:

6. False

7. True

8. True

9. True

10. False

Fill-in-the-Blank:

11. token IDs

12. bidirectional

13. softmax

14. predefined categories

15. task-specific

Short Answer:

16. Text tokenization, truncation, padding, converting text into token IDs.

17. F1-score balances precision and recall, making it better suited for imbalanced datasets.

18. Sentiment analysis identifies sentiment polarity; news categorization assigns topics to articles.

19. Loading pre-trained BERT, preprocessing data, fine-tuning, and evaluation.

20. Monitoring customer satisfaction, analyzing social media sentiment.

This quiz is designed to reinforce your understanding of the material covered in Part III. You’ll gain clarity on key concepts and practical applications by answering these questions. Keep practicing and applying these ideas in real-world scenarios to solidify your knowledge!