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In the FaceNet paper there mentions an gradient algorithm called 'AdaGrad'(Adaptive Gradient) referenced to this paper which has apparently been used to calculate the gradient of the Triplet Loss function. After referring to the paper also I find it hard to understand how to calculate this adaptive gradient.

Any ideas regarding this matter? Would love to hear any explanations or ideas towards understanding this concept.

Thank you.

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