One shot learning explained using FaceNet

One shot learning

Siamese network[Source]

FaceNet

Every point in three-dimensional Euclidean space is determined by three coordinates[Source: Wikipedia]
FaceNet overall architecture[Sourec: from the paper]
Triplet loss trainning
Architecture they used to test[Source: from the paper]
Formula for finding the Euclidean distance between points p and q(Source: wikipedia)
One shot learning using FaceNet

References

Intro to Artificial Intelligence

Let's learn AI together

Dhanoop Karunakaran

Written by

Software Engineer, Deep Learning & Machine Learning Engineer, Self Driving cars nanodegree holder@ Udacity

Intro to Artificial Intelligence

Let's learn AI together