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/CNNs for Sentence Classification: Downloading and Preparing Data
CNNs for Sentence Classification: Downloading and Preparing Data
Learn how to download and preprocess data for training a CNN in the context of sentence classification.
We'll cover the following...
Implementation: Downloading and preparing data
First, we’ll download the data from the web. The data download functions are provided in the notebook at the end of this lesson and are simply downloading two files: training and testing data (the paths to the files are retained in train_filename
and test_filename
).
If we open these files, we’ll see that they contain a collection of lines of text. Each line has the format:
<Category>: <sub-category> <question>
There are two pieces of meta-information for each question: a category and a subcategory. A category is a macro-level classification, whereas a subcategory is a finer-grain ...