Optimize Your Marketing Budget with Nonlinear Programming

Introduction to CVXPY to maximize marketing ROI

Maxime Labonne
Towards Data Science
9 min readMay 22, 2023

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In the age of digital marketing, businesses face the challenge of allocating their marketing budget across multiple channels to maximize sales.

However, as they broaden their reach, these firms inevitably face the issue of diminishing returns — the phenomenon…

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Ph.D., Staff ML Scientist @ Liquid AI • Author of "Hands-On Graph Neural Networks" • x.com/maximelabonne