LLM Embeddings vs TF-IDF vs Bag-of-Words: Which Works Better in Scikit-learn? - MachineLearningMastery.com
Machine Learning Mastery
by Iván Palomares CarrascosaFebruary 17, 2026
An analytical and example-based comparison between three well-known text representation approaches, in the context of downstream machine learning modeling with scikit-learn.
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Originally published on Machine Learning Mastery on 2/17/2026