Activation Functions & Optimization

1. What is the primary role of activation functions in neural networks?
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2. Which activation function outputs values between 0 and 1?
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3. What does SGD stand for?
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4. What is the learning rate in optimization algorithms?
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5. Which optimizer adjusts the learning rate individually for each parameter?
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6. What problem is commonly associated with Sigmoid and Tanh activation functions?
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7. Which activation function outputs zero for negative inputs?
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8. Which activation function is zero-centred?
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9. Which optimizer uses momentum and adaptive learning rates?
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10. Which activation function helps reduce the vanishing gradient problem?
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