C1. Preparing Data for Modeling with scikit-learn.
Preparing Text Data for Machine Learning:
01. Module Overview
02. Representing Text Data in Numeric Form
03. Bag-of-words and Bag-of-n-grams Models
04. Vectorize Text Using the Bag-of-words Model
05. Vectorize Text Using the Bag-of-n-grams Model
06. Vectorize Text Using Tf-Idf Scores
07. Hashing for Dimensionality Reduction
08. Reducing Dimensions Using the Hashing Vectorizer
09. Performing Feature Extraction on a Python Dictionary
10. Module Summary
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