1. Gradient Descent Implementation

• The formula for gradient descent for logistic regression is the same as that for linear regression.
  

Extra. Derivation

• The base of the log could be e, which makes the derivation much easier.
• The base does not matter, because f(x) value is either 0 or 1, so the cost function graph change due to the base is minimal.