import numpy as np


def sigmoid(z):
    raise NotImplementedError


def compute_loss(X, y, w, b):
    raise NotImplementedError


def compute_gradients(X, y, w, b):
    raise NotImplementedError


def fit(X, y, learning_rate, epochs):
    raise NotImplementedError