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
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

20 min “The Open World Database” - Laurel Orr
20 min “DB support for deep learning over image databases” - Parmita Mehta
20 min “Delta-Based Neural Network Inference for Fast Video Analytics” - Jingjing Wang
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)

5:00 pm - 5:30 pm: Report from breakouts & discussion

5:30 pm: Reception