Which of the following is a common activation function used in CNNs?

Practice Questions

Q1
Which of the following is a common activation function used in CNNs?
  1. Sigmoid
  2. ReLU
  3. Tanh
  4. Softmax

Questions & Step-by-Step Solutions

Which of the following is a common activation function used in CNNs?
  • Step 1: Understand what an activation function is. It helps a neural network learn by introducing non-linearity.
  • Step 2: Learn about CNNs (Convolutional Neural Networks). They are used for image processing and recognition.
  • Step 3: Identify common activation functions. Some examples are Sigmoid, Tanh, and ReLU.
  • Step 4: Focus on ReLU (Rectified Linear Unit). It is defined as f(x) = max(0, x), meaning it outputs x if x is positive, otherwise it outputs 0.
  • Step 5: Recognize why ReLU is popular. It is simple to compute and helps with faster training of deep networks.
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