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This lecture covers parametric line spectrum estimation methods such as Annihilating Filter and MUSIC, comparing their pros and cons. It also delves into parametric smooth spectrum estimation using Yule Walker equations and MATLAB practices. Additionally, it explores heart rate variability analysis, spectral estimation, and modeling smooth spectra.