IL-Net: Using Expert Knowledge to Guide the Design of Furcated Neural Networks

no code implementations • 13 Sep 2018 • Khushmeen Sakloth, Wesley Beckner, Jim Pfaendtner, Garrett B. Goh

In this work, we develop a novel furcated neural network architecture that utilizes domain knowledge as high-level design principles of the network.

Automated Feature Engineering Feature Engineering +1

Multimodal Deep Neural Networks using Both Engineered and Learned Representations for Biodegradability Prediction

no code implementations • 13 Aug 2018 • Garrett B. Goh, Khushmeen Sakloth, Charles Siegel, Abhinav Vishnu, Jim Pfaendtner

Deep learning algorithms excel at extracting patterns from raw data, and with large datasets, they have been very successful in computer vision and natural language applications.

Feature Engineering Representation Learning