[D] How can I create my own facial recognition model for live video feed ?

Yes I know that the accuracy won't be anywhere near the already industry-ready hybrid models out there by google and facebook. But I really wanna do it. I wanna see how much close can I get with my own model.
Support -:
How to prepare the dataset with images of specific people
How to scale the dataset to atleast 100,000 images
Which model/architecture would be the best for the same

deeplearning facial recognition video