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Which of the following is the correct way to represent a word embedding vector in code?

easy📝 Syntax Q12 of 15
NLP - Word Embeddings
Which of the following is the correct way to represent a word embedding vector in code?
A<code>embedding = 'word vector'</code>
B<code>embedding = {'word': 1}</code>
C<code>embedding = 12345</code>
D<code>embedding = [0.1, 0.5, -0.3]</code>
Step-by-Step Solution
Solution:

  1. Step 1: Identify the data type for embeddings

    Embeddings are numeric vectors, usually lists or arrays of floats.

  2. Step 2: Check each option's format

    embedding = [0.1, 0.5, -0.3] shows a list of numbers, which is correct. Others are strings, integers, or dictionaries, which are incorrect.

  3. Final Answer:

    embedding = [0.1, 0.5, -0.3] -> Option D

  4. Quick Check:

    Embedding vector = list of numbers [OK]
Quick Trick: Embedding = list of numbers, not strings or ints [OK]
Common Mistakes:
MISTAKES
  • Using strings instead of numeric vectors
  • Using single numbers instead of vectors
  • Using dictionaries instead of lists

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