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You're reading from  Hands-On Neural Networks with Keras

Product typeBook
Published inMar 2019
Reading LevelIntermediate
PublisherPackt
ISBN-139781789536089
Edition1st Edition
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Niloy Purkait
Niloy Purkait
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Niloy Purkait

Niloy Purkait is a technology and strategy consultant by profession. He currently resides in the Netherlands, where he offers his consulting services to local and international companies alike. He specializes in integrated solutions involving artificial intelligence, and takes pride in navigating his clients through dynamic and disruptive business environments. He has a masters in Strategic Management from Tilburg University, and a full specialization in data science from Michigan University. He has advanced industry grade certifications from IBM, in subjects like signal processing, cloud computing, machine and deep learning. He is also perusing advanced academic degrees in several related fields, and is a self-proclaimed lifelong learner.
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Plotting a single training instance

As we can see, there are 25,000 training and test samples. We can also plot out an individual training sample to see how we can represent a single review. Here, we can see that each review simply contains a list of integers, where each integer corresponds to a word in a dictionary:

x_train[1]

[1, 194, 1153, 194, 8255, 78, 228, 5, 6, 1463, 4369, 5012, 134, 26, 4, 715, 8, 118, 1634, 14, 394, 20, 13, 119, 954,

Decoding the reviews

If you're curious (which we are), we can of course map out the exact words that these numbers correspond to so that we can read what the review actually says. To do this, we must back up our labels. While this step is not essential, it...

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Hands-On Neural Networks with Keras
Published in: Mar 2019Publisher: PacktISBN-13: 9781789536089

Author (1)

author image
Niloy Purkait

Niloy Purkait is a technology and strategy consultant by profession. He currently resides in the Netherlands, where he offers his consulting services to local and international companies alike. He specializes in integrated solutions involving artificial intelligence, and takes pride in navigating his clients through dynamic and disruptive business environments. He has a masters in Strategic Management from Tilburg University, and a full specialization in data science from Michigan University. He has advanced industry grade certifications from IBM, in subjects like signal processing, cloud computing, machine and deep learning. He is also perusing advanced academic degrees in several related fields, and is a self-proclaimed lifelong learner.
Read more about Niloy Purkait