Schedule
| Date |
Topic |
Paper |
Slides |
| Aug 20, 2018 |
|
Course Introduction |
|
| Aug 22, 2018 |
Video Analytics |
Accelerating Machine Learning Inference with Probabilistic Predicates |
|
| Aug 27, 2018 |
|
VLDB — No Class |
|
| Aug 29, 2018 |
|
VLDB — No Class |
|
| Sep 3, 2018 |
|
Labor Day — No Class |
|
| Sep 5, 2018 |
Video Analytics |
BlazeIt: Fast Exploratory Video Queries using Neural Networks |
|
|
| Sep 10, 2018 |
Machine Translation |
Seq2SQL: Generating Structured Queries from Natural Language using Reinforcement Learning |
|
| Sep 12, 2018 |
Machine Translation |
SQLNet: Generating Structured Queries From Natural Language Without Reinforcement Learning |
|
| Sep 17, 2018 |
Program Analysis |
Smelly Relations: Measuring and Understanding Database Schema Quality |
|
| Sep 19, 2018 |
Program Analysis |
Understanding Database Performance Inefficiencies in Real-world Web Applications |
|
| Sep 24, 2018 |
|
Project Proposals I |
|
| Sep 26, 2018 |
|
Project Proposals II |
|
| Oct 1, 2018 |
ML Frameworks |
TensorFlow: A System for Large-Scale Machine Learning |
|
| Oct 3, 2018 |
Data Vocalization |
Data Vocalization: Optimizing Voice Output of Relational Data |
|
| Oct 8, 2018 |
|
Fall Recess — No Class |
|
| Oct 10, 2018 |
Pattern Recognition |
Locality-Sensitive Hashing for Earthquake Detection: A Case Study of Scaling Data-Driven Science |
|
| Oct 15, 2018 |
Self-Driving DBMSs |
Automatic Database Management System Tuning Through Large-scale Machine Learning |
|
| Oct 17, 2018 |
Self-Driving DBMSs |
Query-based Workload Forecasting for Self-Driving Database Management Systems |
|
| Oct 22, 2018 |
Video Analytics |
Focus: Querying Large Video Datasets with Low Latency and Low Cost |
|
| Oct 24, 2018 |
Video Analytics |
Live video analytics at scale with approximation and delay-tolerance |
|
| Oct 29, 2018 |
|
Project Updates I |
|
| Oct 31, 2018 |
|
Project Updates II |
|
| Nov 5, 2018 |
Data Structures |
The Data Calculator: Data Structure Design and Cost Synthesis from First Principles |
|
| Nov 7, 2018 |
Hardware Management |
In-RDBMS Hardware Acceleration of Advanced Analytics |
|
| Nov 12, 2018 |
Hardware Management |
Main Memory Database Systems: An Overview |
|
| Nov 14, 2018 |
Hardware Management |
Managing Non-Volatile Memory in Database Systems |
|
| Nov 19, 2018 |
Query Optimization |
Learning State Representations for Query Optimization with Deep Reinforcement Learning |
|
| Nov 21, 2018 |
|
Thanksgiving Recess — No Class |
|
| Nov 26, 2018 |
Query Optimization |
Learning to Optimize Join Queries With Deep Reinforcement Learning |
|
| Nov 28, 2018 |
Data Analytics |
Towards a Unified Architecture for in-RDBMS Analytics |
|
| Dec 3, 2018 |
Data Exploration |
Ava: From Data to Insights Through Conversation |
|
| Dec 5, 2018 |
|
Guest Speaker (Ben Darnell, CockroachDB) |
|
| Dec 10, 2018 |
|
Project Presentations I |
|
| Dec 12, 2018 |
|
Project Presentations II |
|
NOTE: The schedule is tentative and is subject to change as the semester progresses.