Scipy.signal module offers functions for designing Butterworth high-pass, low-pass, band-pass, and band-stop filters for noise removal and signal conditioning. It also supports Short-Time Fourier Transform (STFT) for time-frequency analysis and window functions like Hamming to reduce spectral leakage in frequency analysis.