Wadda you mean, Graph?Wadda you mean Graph?

A graph is a graph is a graphwhat drugs will bind to protein X and not interact with drug Y?

Graph-based Deep Learning

• Graphs + NLP = AWESOME

• Novel possibilities: Time is a fundamental factor for any analysis

• Graph (natural NLP and other fancy affinities) vs Matrices (complicated, not scalable algorithms/mathematics)

• Whiteboard/Visualization friendly

• Thin Application layer = Focus on the graph, not the software layer

Richard Socher, Alex Perelygin, Jean Wu, Jason Chuang, Chris Manning, Andrew Ng and Chris Potts. 2013. Recursive Deep Models for Semantic Compositionality Over a Sentiment Treebank. EMNLP 2013

code & demo: http://nlp.stanford.edu/sentiment/index.html

Graph-based Deep Learning*

Graph-based Deep Learning

Graph-based Deep Learning