About
The goal of this workshop is to bring together researchers from both industry and academia to share their experiences of implementing large-scale applications of online learning and decision-making. A selection of example applications includes banner advertisement selection, news story selection, targeted email and recommender systems. The workshop will focus on the scalability of current online methods to large-scale implementations that are of practical value to industry. Relevant methods include exploration/exploitation trade-offs (e.g. contextual bandits), large-scale gradient descent, parallelization, collaborative filtering, unsupervised feature learning and dimensionality reduction.
For more information visit the LSOLDM 2013 website.
Videos
Welcome to workshop
Welcome
Nov 7, 2013 2016 views
Keynote Talks
Numerical exploration-exploitation trade-off for large-scale function optimizati...
Nov 7, 2013 2559 views
Using Machine Learning Powers for Good
Nov 7, 2013 3935 views
How Watson Learns Superhuman Jeopardy! Strategies
Nov 7, 2013 2851 views
Lectures
Causal Reasoning and Learning Systems
Nov 7, 2013 2475 views
Bayesian Optimization in a Billion Dimensions via Random Embeddings
Nov 7, 2013 6189 views
Tensor Factorization for Large-Scale Relational Learning
Nov 7, 2013 2800 views
Challenges in online learning to rank for information retrieval
Nov 7, 2013 2682 views
Deep-er Kernels
Nov 7, 2013 3346 views
A New Convex Relaxation for Tensor Completion
Nov 7, 2013 2634 views
Real-time news recommendation with rich representation
Nov 7, 2013 3317 views
Online gradient descent for LS regression: Non-asymptotic bounds and application...
Nov 7, 2013 2457 views
Thompson Sampling: a provably good Bayesian heuristic for bandit problems
Nov 7, 2013 6379 views
Real-time Decisions on Big Data
Nov 7, 2013 2416 views
Directing exploratory search with interactive intent modelling
Nov 7, 2013 2223 views
DNA matching as an example of Bayesian inference
Nov 7, 2013 3035 views
What Makes People Click?
Oct 25, 2013 1764 views
Large Scale Model-Based Machine Learning
Nov 7, 2013 2694 views
Private traits and attributes are predictable from digital records of human beha...
Nov 7, 2013 2892 views
Bayesian Machine Learning for Controlling Autonomous Systems
Nov 7, 2013 3144 views
