This chapter is an advanced tutorial about multichannel adaptive filtering for speech enhancement. Different techniques have been examined in a common foundation. Several approaches of filtering techniques were presented as the number of channels increases. The spectral equalization (power subtraction), in general, can achieve more noise reduction than an ANC and a beamformer method. However, it is based on the noise spectrum