Briefly describe their mathematical formula

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For this assignment, you are encouraged to consult Dr. GOOGLE and Dr. ChatGPT. But please explain things in your own language while you write the answer. For each of the following activation functions, briefly describe the type of non-linearity (if any) it introduces and discuss their pros and cons.
a) Linear Activation Function
b) Threshold Function
c) Sigmoid Activation Function
d) Tanh or Hyperbolic Tangent Activation Function
e) ReLU (Rectified Linear Unit) Activation Function
f) Leaky ReLU Activation Function

For each of the following loss functions, briefly describe their mathematical formula and discuss for which type of learning task (classification, regression, etc.) they are most appropriate.
a) Mean Squared Error Loss
b) Binary Cross Entropy Loss
c) Hinge Loss
d) Softmax Cross Entropy Loss

Reference no: EM133627886

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