This book presents an introduction to the modern tensor-structured numerical methods in scientific computing. In recent years these methods have been shown to provide a powerful tool for efficient computations in higher dimensions, thus overcoming the so-called “curse of dimensionality,” a problem that encompasses various phenomena that arise when analyzing and organizing data in high-dimensional spaces.