Practice - Dense (Fully Connected) Hidden Layer
Practice Questions
Test your understanding with targeted questions
What is a Dense layer?
💡 Hint: Think 'fully connected.'
Why are weights important in Dense layers?
💡 Hint: Consider how outputs are calculated.
4 more questions available
Interactive Quizzes
Quick quizzes to reinforce your learning
What connects each neuron in a Dense layer?
💡 Hint: Think 'fully connected'.
True or False: Biases in a neural network are always zero.
💡 Hint: Consider their role in outputs.
1 more question available
Challenge Problems
Push your limits with advanced challenges
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.
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?
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Reference links
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