"These video lectures provide a thorough and unified treatment of adaptive filters and their performance. The lectures cover the fundamentals of linear estimation theory, adaptive filtering, mean-square performance, and least-squares theory. Necessary background from linear algebra and probability theory is also covered." (from website)
Go to the publications menu on that link. There is only one book there with "Watch video lectures". For some reason, it does not go straight to its intended location.
Ali H. Sayed