June 2019
Intermediate to advanced
308 pages
7h 21m
English
Content preview from Hands-On Deep Learning for IoT
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Model performance (use case one)
The following screenshot shows the training and validation result of the LSTM used on the ECG dataset. As seen in the screenshot, the test accuracy is consistently very close to 1.0 or 100%. However, validation accuracy is not great, and is in the range of 50% for the two different runs of the model (100 and 500 epochs). The following screenshot shows how the LSTM model is progressing during the training stage:
The following graph, generated through TensorBoard's log file, shows the training accuracy of the LSTM model on the ECG dataset:
The following diagram presents the confusion matrix of the LSTM model's ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.