Welcome to the world of Polynomial Predicament, an interactive text-based game where players embark on a quest to uncover the devastating truth behind the 'Myth of High-Degree Polynomials'. As the newly appointed Chief Data Scientist of the doomed city of Algoria, players must navigate through a series of nonlinear challenges, encountering eccentric mathematicians and rogue coefficients along the way. Utilize the power of polynomial regression and innovative machine learning techniques to solve algorithms, fight the chaos of overfitting, and ultimately save the city from a catastrophic analytical collapse. Interlace your choices with mathematical concepts, sharpen your critical thinking, and face dilemmas with unexpected twists!