one-shot learning master data science
#030 CNN One-Shot Learning Master Data Science
Solving the one-shot problem represents a challenge of face recognition task. This means that for most face recognition applications we need to recognize a person having only a single image or given just one example of that person's face. Typically, deep learning algorithms don't work well if there is only one training example. However, we will show how this problem can be tackled. Let's say that we have a database of \(4 \) pictures of employees in one organization. Let's say someone shows up at the office and we need to detect who has arrived.