Practice - Experiment with Different Activation Functions
Practice Questions
Test your understanding with targeted questions
What is the primary function of activation functions in neural networks?
💡 Hint: Think about why neural networks need to understand complex patterns.
Name two common activation functions.
💡 Hint: Remember the acronym we discussed in class.
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Interactive Quizzes
Quick quizzes to reinforce your learning
What does an activation function do in a neural network?
💡 Hint: Think about the roles activation functions play in transforming input data.
True or False: ReLU can output negative values.
💡 Hint: Recall the definition or formula of ReLU function.
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Challenge Problems
Push your limits with advanced challenges
Design a neural network from scratch where you would utilize both Sigmoid and Softmax activation functions. Explain why you chose each function for its respective layer.
💡 Hint: Consider the nature of your output classes.
Evaluate the impact of switching the activation function of the hidden layers from ReLU to Sigmoid. What potential issues might arise in training?
💡 Hint: Remember how each function behaves with different input ranges.
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Reference links
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