Machine Learning

As part of the course CPSC 677 “Advanced Natural Language Processing” at Yale, we developed a corpus of education material for NLP research. Each of the 25 students in the class picked a…

For those who haven’t heard it yet, NLP’s ImageNet moment has arrived; approaches such as ULMFiT, ELMo, OpenAI GPT, and BERT have gained significant traction in the community in the last year for many language understanding tasks. In his blog, our lab member…

Capsule Networks were introduced in 2017 as in improvement over standard Convolutional Neural Networks in the paper Dynamic Routing Between Capsules. Capsule Networks aim to more effectively combine low-level features into higher-level features. Although originally designed to work…