What is the primary function of the activation function in a neural network?
Practice Questions
Q1
What is the primary function of the activation function in a neural network?
To initialize weights
To introduce non-linearity
To optimize the learning rate
To reduce overfitting
Questions & Step-by-Step Solutions
What is the primary function of the activation function in a neural network?
Step 1: Understand that a neural network is a model that learns from data.
Step 2: Know that the activation function is a mathematical function used in the neurons of the network.
Step 3: Realize that without the activation function, the neural network would only be able to learn linear patterns.
Step 4: Learn that the activation function adds non-linearity, which means it can learn more complex patterns in the data.
Step 5: Conclude that the primary function of the activation function is to help the neural network understand and model complex relationships in the data.
