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#Policy Gradient Methods

Showing: 9 courses
Alexander Amini

MIT: Deep Reinforcement Learning

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Explore deep reinforcement learning concepts, algorithms, and applications, including Q-learning, policy gradients, and breakthroughs like AlphaGo and AlphaZero in game AI.
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13 Lesons
45 minutes
On-Demand
Free-Video
Institute for Advanced Study

Reproducible, Reusable, and Robust Reinforcement Learning - Joelle Pineau

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Explore reproducibility, reusability, and robustness in reinforcement learning. Delve into policy gradient methods, hyperparameter interplay, fair comparisons, and real-world applications of RL algorithms.
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23 Lesons
40 minutes
On-Demand
Free-Video
Pascal Poupart

Policy Gradient

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Learn about policy gradient methods in reinforcement learning, covering stochastic policies, supervised learning, and the stochastic gradient policy theorem with applications to AlphaGo.
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8 Lesons
41 minutes
On-Demand
Free-Video
Simons Institute

Optimality and Approximation with Policy Gradient Methods in Markov Decision Processes

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Explore policy gradient methods in Markov Decision Processes, covering optimality, approximation, and key concepts like entropy regularization and natural policy gradient.
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16 Lesons
55 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Deep Reinforcement Learning of Marked Temporal Point Processes

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Explore deep reinforcement learning for marked temporal point processes, covering event representation, policy optimization, and applications in information propagation and knowledge creation.
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38 Lesons
36 minutes
On-Demand
Free-Video
Alexander Amini

Reinforcement Learning - MIT 6.S191 Lecture 5

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Comprehensive exploration of deep reinforcement learning, covering Q-functions, policy gradients, and real-world applications like AlphaGo. Ideal for understanding RL fundamentals and advanced concepts.
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14 Lesons
1 hour
On-Demand
Free-Video
Squid: Schools for Quantum Information Development

Quantum Policy Gradient Algorithms for Reinforcement Learning

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Delve into quantum policy gradient algorithms and their application in reinforcement learning, exploring quantum-classical speed-ups and parameterized quantum circuits for AI advancement.
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14 Lesons
23 minutes
On-Demand
Free-Video
Max Planck Science

Global Guarantees for Policy Gradient Methods

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Explore global guarantees for policy gradient methods in reinforcement learning, examining theoretical foundations and practical implications.
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1 Lesons
59 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Reinforcement Learning and Architectures of Intelligence - Part 1

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Explore reinforcement learning and intelligence architectures with Microsoft Research's Ida Momennejad in this comprehensive tutorial from IPAM's Mathematics of Intelligences series.
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1 Lesons
1 hour 21 minutes
On-Demand
Free-Video