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Practice Questions
Test your understanding with targeted questions related to the topic.
Question 1
Easy
What is the output range of the Sigmoid function?
💡 Hint: Think about what a probability represents.
Question 2
Easy
Which activation function is known to output values between -1 and 1?
💡 Hint: Consider functions that also help with zero-centering.
Practice 4 more questions and get performance evaluation
Interactive Quizzes
Engage in quick quizzes to reinforce what you've learned and check your comprehension.
Question 1
What is the output range of the Sigmoid function?
- 0 to 1
- 0 to 100
- Negative Infinity to Positive Infinity
💡 Hint: Think about probabilities.
Question 2
True or False: The Tanh function can output values between 0 and 1.
- True
- False
💡 Hint: Consider the definition of Tanh.
Solve 1 more question and get performance evaluation
Challenge Problems
Push your limits with challenges.
Question 1
You have a binary classification problem. Discuss the advantages and disadvantages of using Sigmoid versus Tanh as activation functions in your network.
💡 Hint: Consider both the output ranges and the associated gradients.
Question 2
Explain how you would implement Leaky ReLU in a neural network and under which circumstances you would choose it over standard ReLU.
💡 Hint: Think about the situations in your model where neurons might output zero.
Challenge and get performance evaluation