Data Science, Causal Inference, Machine Learning, Optimization, Notes From Industry.
total_budget} # Run optimisation result = minimize( lambda x: objective_function(x, products, parameters), initial_guess, method="SLSQP", bounds=bounds, constraints=constraints, options={'disp': True, 'maxiter': 1000, 'ftol': 1e-9}, ) # Extract results optimal_treatment = {product: budget for