Efficient Vertex-Oriented Polytopic Projection for Web-scale Applications

1 code implementation • 9 Mar 2021 • Rohan Ramanath, S. Sathiya Keerthi, Yao Pan, Konstantin Salomatin, Kinjal Basu

We develop an intuition guided by theoretical and empirical analysis to show that when these instances follow certain structures, a large majority of the projections lie on vertices of the polytopes.

Lambda Learner: Fast Incremental Learning on Data Streams

1 code implementation • 11 Oct 2020 • Rohan Ramanath, Konstantin Salomatin, Jeffrey D. Gee, Kirill Talanine, Onkar Dalal, Gungor Polatkan, Sara Smoot, Deepak Kumar

One of the most well-established applications of machine learning is in deciding what content to show website visitors.

BIG-bench Machine Learning Incremental Learning