[Solved] TensorFlow and person recognition in video stream

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This is a very large question. And a hard task.

I think, the easy way is to extract one frame by second if the source is a video stream.
Then use OpenCV to make a face detection.
Once you got the faces, feed a NN for recognitions.
Some links for face recognition in Deep Learning:

https://aboveintelligent.com/face-recognition-with-keras-and-opencv-2baf2a83b799

https://github.com/rajathkumarmp/FaceRecog-Keras/blob/master/faceRecog.ipynb

solved TensorFlow and person recognition in video stream