Practical Computer Vision Applications Using Deep Learning with CNNs: With Detailed Examples in Python Using TensorFlow and Kivy

© Ahmed Fawzy Gad  2018

Ahmed Fawzy GadPractical Computer Vision Applications Using Deep Learning with CNNshttps://doi.org/10.1007/978-1-4842-4167-7_6

6. TensorFlow Recognition Application

Ahmed Fawzy Gad¹ 

(1)

Menoufia, Egypt

 

Building a DL model such as CNN from scratch using NumPy as we did helps us have a better understanding of how each layer works in detail. For practical applications, it is not recommended to use such implementation. One reason is that it is computationally intensive in its calculations and needs efforts to optimize the code. Another is that it does not support distributed processing, GPUs, and many more features. On the other hand, there are different already existing libraries that support these features in a time-efficient ...