Sometimes you have a curve but no formula, an integral you can’t solve by hand, or an equation that resists a neat answer. This chapter gives you Python tools for those situations — filling gaps in data, finding areas under curves, picking the best parameters for a model, and even doing algebra and calculus with symbols. By the end, you will be able to tackle the messy, real‑world calculations that appear everywhere from finance to machine learning.