UW DB Affiliates Workshop 2018
When:
Friday, July 13, 2018
Where:
Husky Union Building, Room 145 University of Washington, Seattle
4001 E Stevens Way NE Seattle, WA 98195
Agenda:
8:00 am - 8:30 am: Coffee & Tea
8:30 am - 10:00 am: Session 1: Advances in machine learning
- Keynote 1: Zaid Harchaoui - “Learning Vector Embeddings of Complex Data: the challenges of music data”
- Keynote 2: Hannaneh Hajishirzi - “Learning to reason and answer question about multimodal data”
10:00 am - 10:30 am: BREAK
10:30 am - 12:00 pm: Session 2: Machine Learning for Data Management
-
20 min - Deep Learning for Query Optimization - Magda Balazinska
-
20 min - Causal Inference in Database Systems - Babak Salimi
-
20 min - Algorithmic Curation and Causal Analysis over Scientific Data Repositories - Bill Howe
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20 min - Formalizing Visualization Design Knowledge as Constraints: Actionable and Extensible Models in Draco - Dominik Moritz
12:00 pm - 2:00 pm: LUNCH
2:00 pm - 3:30 pm: Session 3: Databases Techniques for Machine Learning
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20 min “The Open World Database” - Laurel Orr
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20 min “DB support for deep learning over image databases” - Parmita Mehta
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20 min “Delta-Based Neural Network Inference for Fast Video Analytics” - Jingjing Wang
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20 min “Optimal Query Processing Meets Information Theory” - Dan Suciu
3:30 pm - 4:00 pm: BREAK
4:00 pm - 5:00 pm: Breakout sessions.
Topics:
- Where can ML help in data management (Magda)
- DB support for ML: optimization, query rewriting (Alvin)
- Can we use AQP in ML and how (Dan)