Multi-resolution Analysis (MRA) is a mathematical framework used to analyze signals or functions at various levels of detail or resolution, often implemented through wavelet transforms. It provides a systematic approach for decomposing data into different frequency components, making it invaluable in fields like signal processing, image compression, and numerical analysis.