Wadda you mean Graph? Wadda you mean, Graph? -...
Transcript of Wadda you mean Graph? Wadda you mean, Graph? -...
![Page 1: Wadda you mean Graph? Wadda you mean, Graph? - Meetupfiles.meetup.com/18450611/2_20-April-15_Roelof-graph.pdf · PURINE: A BI-GRAPH BASED DEEP LEARNING FRAME- WORK Min Linl'2, Shuo](https://reader030.fdocuments.in/reader030/viewer/2022040608/5ec67c07ae6d260984337f28/html5/thumbnails/1.jpg)
Wadda you mean, Graph?Wadda you mean Graph?
![Page 2: Wadda you mean Graph? Wadda you mean, Graph? - Meetupfiles.meetup.com/18450611/2_20-April-15_Roelof-graph.pdf · PURINE: A BI-GRAPH BASED DEEP LEARNING FRAME- WORK Min Linl'2, Shuo](https://reader030.fdocuments.in/reader030/viewer/2022040608/5ec67c07ae6d260984337f28/html5/thumbnails/2.jpg)
![Page 3: Wadda you mean Graph? Wadda you mean, Graph? - Meetupfiles.meetup.com/18450611/2_20-April-15_Roelof-graph.pdf · PURINE: A BI-GRAPH BASED DEEP LEARNING FRAME- WORK Min Linl'2, Shuo](https://reader030.fdocuments.in/reader030/viewer/2022040608/5ec67c07ae6d260984337f28/html5/thumbnails/3.jpg)
![Page 4: Wadda you mean Graph? Wadda you mean, Graph? - Meetupfiles.meetup.com/18450611/2_20-April-15_Roelof-graph.pdf · PURINE: A BI-GRAPH BASED DEEP LEARNING FRAME- WORK Min Linl'2, Shuo](https://reader030.fdocuments.in/reader030/viewer/2022040608/5ec67c07ae6d260984337f28/html5/thumbnails/4.jpg)
![Page 5: Wadda you mean Graph? Wadda you mean, Graph? - Meetupfiles.meetup.com/18450611/2_20-April-15_Roelof-graph.pdf · PURINE: A BI-GRAPH BASED DEEP LEARNING FRAME- WORK Min Linl'2, Shuo](https://reader030.fdocuments.in/reader030/viewer/2022040608/5ec67c07ae6d260984337f28/html5/thumbnails/5.jpg)
A graph is a graph is a graphwhat drugs will bind to protein X and not interact with drug Y?
![Page 6: Wadda you mean Graph? Wadda you mean, Graph? - Meetupfiles.meetup.com/18450611/2_20-April-15_Roelof-graph.pdf · PURINE: A BI-GRAPH BASED DEEP LEARNING FRAME- WORK Min Linl'2, Shuo](https://reader030.fdocuments.in/reader030/viewer/2022040608/5ec67c07ae6d260984337f28/html5/thumbnails/6.jpg)
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
![Page 7: Wadda you mean Graph? Wadda you mean, Graph? - Meetupfiles.meetup.com/18450611/2_20-April-15_Roelof-graph.pdf · PURINE: A BI-GRAPH BASED DEEP LEARNING FRAME- WORK Min Linl'2, Shuo](https://reader030.fdocuments.in/reader030/viewer/2022040608/5ec67c07ae6d260984337f28/html5/thumbnails/7.jpg)
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*
![Page 8: Wadda you mean Graph? Wadda you mean, Graph? - Meetupfiles.meetup.com/18450611/2_20-April-15_Roelof-graph.pdf · PURINE: A BI-GRAPH BASED DEEP LEARNING FRAME- WORK Min Linl'2, Shuo](https://reader030.fdocuments.in/reader030/viewer/2022040608/5ec67c07ae6d260984337f28/html5/thumbnails/8.jpg)
Graph-based Deep Learning
![Page 9: Wadda you mean Graph? Wadda you mean, Graph? - Meetupfiles.meetup.com/18450611/2_20-April-15_Roelof-graph.pdf · PURINE: A BI-GRAPH BASED DEEP LEARNING FRAME- WORK Min Linl'2, Shuo](https://reader030.fdocuments.in/reader030/viewer/2022040608/5ec67c07ae6d260984337f28/html5/thumbnails/9.jpg)
Graph-based Deep Learning