Inversion algorithms are computational techniques used to reconstruct unknown parameters or inputs of a system from observed data, often solving inverse problems that are typically ill-posed. These algorithms are crucial in fields like geophysics, medical imaging, and machine learning, where they help to infer underlying structures or causes from indirect measurements.