“Hilbert Spaces and Least Squares Methods for Signal Processing, ” by Bresler, Basu, and Couvreur (BBC)
Chapter 1
Chapter 2
Chapter 3
Chapter 4
Chapter 5
Chapter 6
Chapter 7
Chapter 8
Chapter 9
Chapter 10
Lecture 1
Lecture 2 Part 1 Part 2
Lecture 3
Lecture 4
Lecture 5
Lecture 6
Lecture 7
Lecture 8
Lecture 9
Lecture 10
Lecture 11
Lecture 12
Lecture 13
Lecture 14
Lecture 15
Lecture 16 Video Notes Extra-notes (UPDATED!)
Lecture 17 Video Notes
Lecture 18 Video Notes Extra-Notes
Lecture 19 Video Notes
Lecture 20 Video Notes
Lecture 21 Video Notes
Lecture 22 Video Notes
Lecture 23 Video Notes
Lecture 24 Video Notes
Lecture 25 Video Notes
Lecture 26 Video Notes
Lecture 27 (Project presentations I) Video
Lecture 28 (Project presentations II) Video
Kernel Methods and Support Vector Machines
On Exact Computation with an Infinitely Wide Neural Net
Weighted Sums of Random Kitchen Sinks