Reinforcement Learning
24 Lectures · Jul 30, 2008
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Reinforcement Learning 1 - Domain Representation
23:35
An Object-Oriented Representation for Efficient Reinforcement Learning
Aug 04, 2008
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5274 Views
26:14
Hierarchical Model-Based Reinforcement Learning
Aug 04, 2008
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5171 Views
22:45
On the Hardness of Finding Symmetries in Markov Decision Processes
Aug 04, 2008
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3510 Views
24:34
Reinforcement Learning in the Presence of Rare Events
Aug 04, 2008
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3756 Views
Reinforcement Learning 2 - Value Representation and Online Learning
25:00
Online Kernel Selection for Bayesian Reinforcement Learning
Aug 04, 2008
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4310 Views
22:01
On-line Discovery of Temporal-Difference Networks
Aug 04, 2008
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3101 Views
18:42
Prediction with Expert Advice for the Brier Game
Aug 04, 2008
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2989 Views
Reinforcement Learning 3
28:40
Non-Parametric Policy Gradients: A Unified Treatment of Propositional and Relati...
Aug 04, 2008
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3070 Views
23:09
Space-indexed Dynamic Programming: Learning to Follow Trajectories
Aug 04, 2008
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4002 Views
27:38
Privacy-Preserving Reinforcement Learning
Aug 04, 2008
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3514 Views
18:21
Learning All Optimal Policies with Multiple Criteria
Aug 04, 2008
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3035 Views
Reinforcement Learning 4 - Active Learning
25:11
Active Reinforcement Learning
Aug 06, 2008
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5228 Views
19:59
Reinforcement Learning with Limited Reinforcement: Using Bayes Risk for Active L...
Aug 06, 2008
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5767 Views
24:33
The Many Faces of Optimism: a Unifying Approach
Aug 06, 2008
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3205 Views
29:28
Transfer of Samples in Batch Reinforcement Learning
Aug 06, 2008
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3550 Views
24:13
Exploration Scavenging
Aug 06, 2008
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3039 Views
Reinforcement Learning 5
26:11
An Analysis of Linear Models, Linear Value-Function Approximation, and Feature S...
Aug 12, 2008
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4634 Views
19:04
An Analysis of Reinforcement Learning with Function Approximation
Aug 12, 2008
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5586 Views
24:41
Apprenticeship Learning Using Linear Programming
Aug 12, 2008
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4314 Views
24:32
Preconditioned Temporal Difference Learning
Aug 12, 2008
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3273 Views
Reinforcement Learning 6
27:58
Automatic Discovery and Transfer of MAXQ Hierarchies
Aug 12, 2008
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3256 Views
22:16
Sample-Based Learning and Search with Permanent and Transient Memories
Aug 12, 2008
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3469 Views
28:04
Efficiently Learning Linear-Linear Exponential Family Predictive Representations...
Aug 12, 2008
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4559 Views
27:03
A Semi-parametric Statistical Approach to Model-free Policy Evaluation
Aug 12, 2008
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2988 Views