Large Scale Neural Architecture Search with Polyharmonic Splines

no code implementations • 20 Nov 2020 • Ulrich Finkler, Michele Merler, Rameswar Panda, Mayoore S. Jaiswal, Hui Wu, Kandan Ramakrishnan, Chun-Fu Chen, Minsik Cho, David Kung, Rogerio Feris, Bishwaranjan Bhattacharjee

Neural Architecture Search (NAS) is a powerful tool to automatically design deep neural networks for many tasks, including image classification.

Image Classification Neural Architecture Search

Ideas for Improving the Field of Machine Learning: Summarizing Discussion from the NeurIPS 2019 Retrospectives Workshop

no code implementations • 21 Jul 2020 • Shagun Sodhani, Mayoore S. Jaiswal, Lauren Baker, Koustuv Sinha, Carl Shneider, Peter Henderson, Joel Lehman, Ryan Lowe

This report documents ideas for improving the field of machine learning, which arose from discussions at the ML Retrospectives workshop at NeurIPS 2019.

BIG-bench Machine Learning

MUTE: Data-Similarity Driven Multi-hot Target Encoding for Neural Network Design

no code implementations • 15 Oct 2019 • Mayoore S. Jaiswal, Bumboo Kang, Jinho Lee, Minsik Cho

Target encoding is an effective technique to deliver better performance for conventional machine learning methods, and recently, for deep neural networks as well.

General Classification Image Classification

Fully-automated patient-level malaria assessment on field-prepared thin blood film microscopy images, including Supplementary Information

no code implementations • 5 Aug 2019 • Charles B. Delahunt, Mayoore S. Jaiswal, Matthew P. Horning, Samantha Janko, Clay M. Thompson, Sourabh Kulhare, Liming Hu, Travis Ostbye, Grace Yun, Roman Gebrehiwot, Benjamin K. Wilson, Earl Long, Stephane Proux, Dionicia Gamboa, Peter Chiodini, Jane Carter, Mehul Dhorda, David Isaboke, Bernhards Ogutu, Wellington Oyibo, Elizabeth Villasis, Kyaw Myo Tun, Christine Bachman, David Bell, Courosh Mehanian

Malaria is a life-threatening disease affecting millions.