Feature Extraction in Scikit Learn

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We talk about feature extraction and some of the basic tools needed to do NLP including bag of words and vectorizers.

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Associated Scikit Links:
  1. Data Talks
  2. data science
  3. tutorial
  4. statistics
  5. scikit learn
  6. machine learning
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I was wondering if you can use the scikit's TfidfVectorizer with Keras with out using KerasClassifier()? Or is it that you always have to use keras' feature extraction when using a keras model?

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