This lecture covers the topic of adaptive filtering using the LMS algorithm, focusing on the immobile recording scenario. The instructor explains the process of adaptive filtering, the LMS algorithm, and the implementation in MATLAB. Topics include non-adaptive optimal filter, iterative approach, and the LMS algorithm. Practical examples and code snippets are provided to demonstrate the application of adaptive filtering in sound wave processing.