Building Computer Vision Applications Using Artificial Neural Networks: With Step-by-Step Examples in OpenCV and TensorFlow with Python
Offers a comprehensive guide to computer vision (CV), primarily focusing on its implementation using artificial neural networks (ANNs) and deep learning (DL). The text covers foundational image processing techniques such as resizing, translation, rotation, flipping, cropping, and arithmetic/bitwise operations. It progresses to explain machine learning (ML) principles, including feature extraction (histograms, GLCM, HOGs, LBP), feature selection (filter, wrapper, embedded methods), and model training (supervised and unsupervised learning), with an emphasis on TensorFlow for coding examples. Furthermore, the source provides practical examples of object detection using SSD and YOLOv3, object tracking in videos, and face recognition with FaceNet, alongside detailed instructions for distributed model training on cloud platforms like Google Cloud and Azure.
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You can listen and download our episodes for free on more than 10 different platforms:
https://linktr.ee/cyber_security_summary
Get the Book now from Amazon:
https://www.amazon.com/Building-Computer-Applications-Artificial-Networks/dp/148425886X?&linkCode=ll1&tag=cvthunderx-20&linkId=f02017caf773982ebf26a61f4d266e74&language=en_US&ref_=as_li_ss_tl
Discover our free courses in tech and cybersecurity, Start learning today:
https://linktr.ee/cybercode_academy
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