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
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2007 views
Keynote Talks

Numerical exploration-exploitation trade-off for large-scale function optimizati...
Nov 7, 2013
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2554 views

Using Machine Learning Powers for Good
Nov 7, 2013
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3926 views

How Watson Learns Superhuman Jeopardy! Strategies
Nov 7, 2013
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2841 views
Lectures

Causal Reasoning and Learning Systems
Nov 7, 2013
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2466 views

Bayesian Optimization in a Billion Dimensions via Random Embeddings
Nov 7, 2013
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6161 views

Tensor Factorization for Large-Scale Relational Learning
Nov 7, 2013
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2792 views

Challenges in online learning to rank for information retrieval
Nov 7, 2013
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2676 views

Deep-er Kernels
Nov 7, 2013
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3341 views

A New Convex Relaxation for Tensor Completion
Nov 7, 2013
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2627 views

Real-time news recommendation with rich representation
Nov 7, 2013
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3302 views

Online gradient descent for LS regression: Non-asymptotic bounds and application...
Nov 7, 2013
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2429 views

Thompson Sampling: a provably good Bayesian heuristic for bandit problems
Nov 7, 2013
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6357 views

Real-time Decisions on Big Data
Nov 7, 2013
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2406 views

Directing exploratory search with interactive intent modelling
Nov 7, 2013
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2214 views

DNA matching as an example of Bayesian inference
Nov 7, 2013
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3024 views

What Makes People Click?
Oct 25, 2013
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1764 views

Large Scale Model-Based Machine Learning
Nov 7, 2013
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2690 views

Private traits and attributes are predictable from digital records of human beha...
Nov 7, 2013
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2883 views

Bayesian Machine Learning for Controlling Autonomous Systems
Nov 7, 2013
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3133 views