What is the primary purpose of the activation function in a neuron?
Understand the Problem
The question is asking about the role of the activation function within a neuron in the context of neural networks. It requires an understanding of how activation functions impact neuron outputs based on given inputs.
Answer
To introduce non-linearity into the output of a neuron.
The primary purpose of the activation function in a neuron is to introduce non-linearity into the output, enabling the neural network to model complex patterns and relationships in the data.
Answer for screen readers
The primary purpose of the activation function in a neuron is to introduce non-linearity into the output, enabling the neural network to model complex patterns and relationships in the data.
More Information
Non-linearity is crucial for neural networks since it allows them to solve complex problems and model intricate relationships in the data, which simple linear models cannot do.
Sources
- Activation Functions in Neural Networks - geeksforgeeks.org
- The Role of Activation Functions in Neural Networks - Medium - aravindkolli.medium.com
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