Swish Activation Function
A Thorough Exploration in Depth
Table of Contents: We will cover the following
· Introduction
· Swish Activation Function
∘ Mathematical Form
∘ Properties of Swish Activation Function
∘ Common Uses of Swish Activation Function
∘ Historical Usage in Deep Learning Models
∘ Optimizing Swish Activation
· Conclusion
Introduction
Neural networks have revolutionized the world of Artificial Intelligence (AI), enabling machines to learn and make decisions akin to human intelligence. At the heart of these networks lies a fundamental component — the activation function.
Activation functions play a pivotal role in shaping the behavior and performance of neural networks. These mathematical functions introduce non-linearity to the network, enabling it to learn complex patterns and relationships within the data.
In this article, we will unravel the intricacies of the Swish…