This lecture overviews Adaptive Filters that has many applications in signal processing, automatic control, robotics and autonomous systems. It covers the following topics in detail: Adaptive Filters, Minimum Mean Square Error (MMSE), Widrow LMS Algorithm, Properties of the LMS Algorithm, CLMS Algorithm, Nonlinear Feedforward Complex Adaptive Filters, Kernel Adaptive Filters, KLMS Algorithm.