Data Science, Causal Inference, Machine Learning, Optimization, Notes From Industry.
initial_guess = [total_budget // len(products)] * len(products) # Set the lower and upper bounds for each product bounds = [budget_ranges[product] for product in products] # Set the equality constraint - constraining the total budget constraints = {"type": "eq", "fun": lambda x: np.sum(x) -