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.
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Uploaded videos:
Welcome to workshop
Welcome
Nov 07, 2013
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2004 Views
Keynote Talks
Using Machine Learning Powers for Good
Nov 07, 2013
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3924 Views
Numerical exploration-exploitation trade-off for large-scale function optimizati...
Nov 07, 2013
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2551 Views
How Watson Learns Superhuman Jeopardy! Strategies
Nov 07, 2013
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2838 Views
Lectures
Tensor Factorization for Large-Scale Relational Learning
Nov 07, 2013
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2788 Views
Real-time news recommendation with rich representation
Nov 07, 2013
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3299 Views
Online gradient descent for LS regression: Non-asymptotic bounds and application...
Nov 07, 2013
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2426 Views
Bayesian Optimization in a Billion Dimensions via Random Embeddings
Nov 07, 2013
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6154 Views
Bayesian Machine Learning for Controlling Autonomous Systems
Nov 07, 2013
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3129 Views
Challenges in online learning to rank for information retrieval
Nov 07, 2013
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2672 Views
Deep-er Kernels
Nov 07, 2013
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3337 Views
Private traits and attributes are predictable from digital records of human beha...
Nov 07, 2013
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2879 Views
Real-time Decisions on Big Data
Nov 07, 2013
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2402 Views
Large Scale Model-Based Machine Learning
Nov 07, 2013
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2686 Views
Thompson Sampling: a provably good Bayesian heuristic for bandit problems
Nov 07, 2013
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6350 Views
A New Convex Relaxation for Tensor Completion
Nov 07, 2013
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2623 Views
Causal Reasoning and Learning Systems
Nov 07, 2013
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2463 Views
Directing exploratory search with interactive intent modelling
Nov 07, 2013
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2209 Views
DNA matching as an example of Bayesian inference
Nov 07, 2013
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3021 Views