June 2019
Intermediate to advanced
308 pages
7h 21m
English
Content preview from Hands-On Deep Learning for IoT
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Exploring the dataset from use case one
It is essential to explore the dataset before applying DL algorithms to the data. For the exploration, we can run image_explorer.py on the dataset as follows:
python image_explorer.py datset_original
The following diagram presents a snapshot of the data exploration process:
As shown in the diagram of data exploration, the differences between pothole and non-pothole objects are not always obvious if we are using only the smartphone camera. A combination of an IR and smartphone camera can improve the situation. In addition, we found that the pothole images we have used here might not be enough to cover ...
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