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Given a topic model that assigns high probability to words 'dog', 'cat', and 'pet' in Topic 1, what theme does Topic 1 likely represent?

medium📝 Predict Output Q4 of 15
NLP - Topic Modeling
Given a topic model that assigns high probability to words 'dog', 'cat', and 'pet' in Topic 1, what theme does Topic 1 likely represent?
ASports and games
BAnimals and pets
CCooking recipes
DTechnology and gadgets
Step-by-Step Solution
Solution:

  1. Step 1: Analyze words with high probability in Topic 1

    Words 'dog', 'cat', and 'pet' relate to animals and pets.

  2. Step 2: Match words to theme options

    Only 'Animals and pets' matches these words; others are unrelated.

  3. Final Answer:

    Animals and pets -> Option B

  4. Quick Check:

    Topic words match theme = Animals and pets [OK]
Quick Trick: Topic words hint at theme meaning [OK]
Common Mistakes:
MISTAKES
  • Ignoring word meanings
  • Choosing unrelated themes
  • Confusing similar words

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