Search Results for author: Rohan Ramanath

Found 10 papers, 2 papers with code

Logit Attenuating Weight Normalization

no code implementations12 Aug 2021 Aman Gupta, Rohan Ramanath, Jun Shi, Anika Ramachandran, Sirou Zhou, Mingzhou Zhou, S. Sathiya Keerthi

Over-parameterized deep networks trained using gradient-based optimizers are a popular choice for solving classification and ranking problems.

Image Classification Recommendation Systems

Efficient Vertex-Oriented Polytopic Projection for Web-scale Applications

1 code implementation9 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.

An Attentive Survey of Attention Models

no code implementations5 Apr 2019 Sneha Chaudhari, Varun Mithal, Gungor Polatkan, Rohan Ramanath

This survey provides a structured and comprehensive overview of the developments in modeling attention.

Deploying Deep Ranking Models for Search Verticals

no code implementations6 Jun 2018 Rohan Ramanath, Gungor Polatkan, Liqin Xu, Harold Lee, Bo Hu, Shan Zhou

In this paper, we present an architecture executing a complex machine learning model such as a neural network capturing semantic similarity between a query and a document; and deploy to a real-world production system serving 500M+users.

BIG-bench Machine Learning Semantic Similarity +1

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