8.1.2 - Activation Functions
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Practice Questions
Test your understanding with targeted questions
What does the Sigmoid activation function output range?
💡 Hint: Think of a logistic curve.
What is the formula for Tanh?
💡 Hint: It uses exponential functions.
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Interactive Quizzes
Quick quizzes to reinforce your learning
What is the output range of the Sigmoid function?
💡 Hint: Think about binary outcomes.
The Softmax function is typically used for what kind of tasks?
💡 Hint: Recall its function in the context of classifying multiple categories.
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Challenge Problems
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Given a set of logits [1.2, 0.9, 0.4], calculate the Softmax probabilities.
💡 Hint: Remember to normalize the exponentials.
Explain how replacing ReLU with Leaky ReLU could be beneficial in a highly convoluted network.
💡 Hint: Think about neuron activation sustainability.
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