Practice - Output Layer
Practice Questions
Test your understanding with targeted questions
What is the main function of the output layer in a CNN?
💡 Hint: Think about what the model needs to do with the information processed.
Which activation function is typically used for binary classification tasks?
💡 Hint: Remember the output range of the function.
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Interactive Quizzes
Quick quizzes to reinforce your learning
What activation function is used for multi-class classification?
💡 Hint: Think about the function that normalizes outputs.
In a binary classification task, what does an output close to 0 indicate?
💡 Hint: Focus on the interpretation of probabilities.
1 more question available
Challenge Problems
Push your limits with advanced challenges
Design an output layer for a CNN meant to classify images of fruits into apples, oranges, and bananas. Discuss the number of neurons, the activation function, and the rationale behind your choices.
💡 Hint: Consider the classification task's requirements.
Explain what would happen if the output layer of a binary classification model used the Softmax function instead of Sigmoid.
💡 Hint: Think about how outputs are interpreted in binary scenarios.
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Reference links
Supplementary resources to enhance your learning experience.