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So, why the name? The term “Siamese” comes from the way the subnetworks are connected. Just like Siamese twins are connected, these networks share the same architecture and weights. This weight-sharing is a crucial element. It ensures that the network learns consistent feature representations across different inputs. Because they're essentially identical twins working side by side, they learn in a coordinated fashion. This is different from other types of neural networks where different parts might have different weights titan wars tower defense script and learn different things. The shared weights also reduce the number of parameters needed, which can make training easier and faster. This shared weight architecture and comparison methodology set **Siamese networks** apart in the machine learning world, making them well-suited for a variety of tasks where comparing the relationship between inputs is crucial. It’s also worth noting that the comparison doesn’t always happen directly between two inputs; the architecture can be expanded to compare multiple inputs at once.
