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Practice Questions
Test your understanding with targeted questions related to the topic.
Question 1
Easy
What is a Dense layer?
💡 Hint: Think 'fully connected.'
Question 2
Easy
Why are weights important in Dense layers?
💡 Hint: Consider how outputs are calculated.
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 connects each neuron in a Dense layer?
- Only a few
- All neurons from the previous layer
- No neurons
💡 Hint: Think 'fully connected'.
Question 2
True or False: Biases in a neural network are always zero.
- True
- False
💡 Hint: Consider their role in outputs.
Solve 1 more question and get performance evaluation
Challenge Problems
Push your limits with challenges.
Question 1
Design a neural network with at least two Dense layers for a real-world classification task. Discuss how you would choose the number of neurons and regularization techniques to avoid overfitting.
💡 Hint: Consider the complexity and nature of your dataset.
Question 2
Critique a neural network you're familiar with regarding the use of Dense layers. Discuss the pros and cons based on its architecture.
💡 Hint: What balance should be struck between model complexity and generalization?
Challenge and get performance evaluation