The Fourier Transform is a mathematical technique that converts a signal from its original time or spatial domain into the frequency domain. By decomposing complex signals into their basic frequency components, it enables AI systems to analyze, filter, and process signals more efficiently, making it fundamental for applications like audio recognition, image analysis, and data compression.