The Fourier Transform

#Learning Objectives

• Implement the DFT from scratch and verify it against the O(N log N) Cooley-Tukey FFT
• Interpret frequency coefficients: extract amplitude, phase, and power spectrum from a signal
• Apply the convolution theorem to perform convolution via FFT multiplication
• Connect Fourier frequency decomposition to transformer positional encodings and CNN convolution layers