Constantine Caramanis
I am a Professor at The University of Texas at Austin.
I research in and teach optimization and machine learning related courses.
My current research interests focus on decision-making in large-scale complex systems, with a focus on learning and computation. Specifically, I am interested in robust and adaptable optimization, high dimensional statistics and machine learning, and applications to large-scale networks, including social networks, wireless networks, transportation networks, and energy networks. I also work on applications of machine learning and optimization to computer-aided design.
I use YouTube to post educational material that is useful to students in my research group and students in my classes. I am happy if it helps anyone else who is trying to learn challenging material.
You can find more information about me here:
http://users.ece.utexas.edu/~cmcaram/
Machine Learning L10 (Μηχανική Μάθηση 10)
Machine Learning L15 (Μηχανική Μάθηση 15)
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Theorem of Alternatives from Separation
Separating Hyperplanes
11.7 Lower Bounding Extension Complexity, Part V
11.1 Extended Formulations, Part I
11.6 Lower Bounding Extension Complexity, Part IV
11.5 Lower Bounding Extension Complexity, Part III
11.4 Lower Bounding Extension Complexity, Part II
11.2 Extended Formulations, Part II
11.3 Lower Bounding Extension Complexity, Part I