Self-Training and Statistical Literacy: a Mathematical Modeling Project on Linear and Polynomial Regression Using Python

Abstract

Quantum technologies constitute a strategic scientific frontier with the potential to transform communication, computing, security and sensing systems. Advancing this field in Brazil requires overcoming structural challenges related to hardware development, the creation of quantum algorithms and software tools, the deployment of interoperable quantum networks, and the adoption of security mechanisms resistant to quantum-enabled attacks. The formation of highly skilled professionals remains a critical element for consolidating the national ecosystem. This article provides an integrated perspective on these challenges and outlines strategic pathways for strengthening Brazil’s technological sovereignty and expanding its presence in the emerging quantum economy.