From the course: Deep Learning Foundations: Natural Language Processing with TensorFlow
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Challenge: Recognizing sarcasm in the text - TensorFlow Tutorial
From the course: Deep Learning Foundations: Natural Language Processing with TensorFlow
Challenge: Recognizing sarcasm in the text
(upbeat music) - So far we have seen all the pre-processing methods. We have seen how we can use tokenizer to create word encodings. We've seen how we can create sequences of the sentences. And we have seen how we can pad those sequences to manipulate their length. Now, in this particular challenge, you have to use all of these pre-processing methods to pre-process real-world dataset taken from Kaggle. So this dataset basically contains news headlines taken from different websites. So let's quickly download this dataset. I have hosted this file on Google Cloud Storage after correcting a few things inside the dataset so you can download it. And then I am reading it using pandas library using 3JSON function. So you see, you have a sercasting column, you have headline column where all the headlines are present and we are simply going to focus on this particular column for now and are also given the article link from…
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