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Hands-On Deep Learning for IoT
book

Hands-On Deep Learning for IoT

by Dr. Mohammad Abdur Razzaque, Md. Rezaul Karim
June 2019
Intermediate to advanced
308 pages
7h 21m
English
Packt Publishing
Content preview from Hands-On Deep Learning for IoT

Collecting data for use case one

We can collect data using a smartphone camera or a Raspberry Pi camera and prepare the dataset by ourselves, or download existing images from the internet (that is, via Google, Bing, and so on) and prepare the dataset. Alternatively, we can use an existing open source dataset. For use case one, we have used a combination of both. We have downloaded an existing dataset on pothole images (one of the most common road faults) from and updated the dataset with more images from Google images. The open source dataset (PotDataset) for pothole recognition was published by Cranfield University, UK. The dataset includes images of pothole objects and non-pothole objects, including manholes, pavements, road markings, and ...

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Publisher Resources

ISBN: 9781789616132