FfDL : A Flexible Multi-tenant Deep Learning Platform

no code implementations • 14 Sep 2019 • K. R. Jayaram, Vinod Muthusamy, Parijat Dube, Vatche Ishakian, Chen Wang, Benjamin Herta, Scott Boag, Diana Arroyo, Asser Tantawi, Archit Verma, Falk Pollok, Rania Khalaf

This paper describes the design, implementation and our experiences with FfDL, a DL platform used at IBM.

Deep Learning Drug Design +3

NeuNetS: An Automated Synthesis Engine for Neural Network Design

no code implementations • 17 Jan 2019 • Atin Sood, Benjamin Elder, Benjamin Herta, Chao Xue, Costas Bekas, A. Cristiano I. Malossi, Debashish Saha, Florian Scheidegger, Ganesh Venkataraman, Gegi Thomas, Giovanni Mariani, Hendrik Strobelt, Horst Samulowitz, Martin Wistuba, Matteo Manica, Mihir Choudhury, Rong Yan, Roxana Istrate, Ruchir Puri, Tejaswini Pedapati

Application of neural networks to a vast variety of practical applications is transforming the way AI is applied in practice.

Structured Differential Learning for Automatic Threshold Setting

no code implementations • 1 Aug 2018 • Jonathan Connell, Benjamin Herta

We introduce a technique that can automatically tune the parameters of a rule-based computer vision system comprised of thresholds, combinational logic, and time constants.