[Solved] How do you specify the Skip-gram model when initializing Word2Vec in Gensim? — Ans: Set the parameter sg=1 in the Word2Vec constructor. | NLP

NLP - Word Embeddings

How do you specify the Skip-gram model when initializing Word2Vec in Gensim?

ASet the parameter <code>model='skipgram'</code> in the Word2Vec constructor.

BSet the parameter <code>cbow=1</code> in the Word2Vec constructor.

CSet the parameter <code>skipgram=True</code> in the Word2Vec constructor.

DSet the parameter <code>sg=1</code> in the Word2Vec constructor.

Step-by-Step Solution

Solution:

Step 1: Recall Gensim Word2Vec parameters
Gensim uses sg parameter to select model type: 0 for CBOW, 1 for Skip-gram.
Step 2: Verify options
Options B, C, and D are not valid parameters in Gensim's Word2Vec.
Final Answer:
Set the parameter sg=1 in the Word2Vec constructor. -> Option D
Quick Check:
sg=1 means Skip-gram, sg=0 means CBOW [OK]

Quick Trick: Use sg=1 for Skip-gram in Gensim [OK]

Common Mistakes:

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How do you specify the Skip-gram model when initializing Word2Vec in Gensim?