Reinforcement Learning Specialization

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Nome:	Reinforcement Learning Specialization
Description: Description Master the Concepts of Reinforcement Learning. Implement a complete RL solution and understand how to apply AI tools to solve real-world problems. What you’ll learn Build a Reinforcement Learning system for sequential decision making. Understand the space of RL algorithms (Temporal- Difference learning, Monte Carlo, Sarsa, Q-learning, Policy Gradients, Dyna, and more). Understand how to formalize your task as a Reinforcement Learning problem, and how to begin implementing a solution. Understand how RL fits under the broader umbrella of machine learning, and how it complements deep learning, supervised and unsupervised learning Last Updated 6/2023
Video YouTube:
Categoria:	Tutorials
Idioma:	English
Total Size:	4.61 GB
Informações Hash:	E00A4FC3F94EF3FF923884F09A47FFF540D7EE60
Adicionado por:	tutsnode
Data adicionada:	2023-07-19 02:55:55
Torrent Status:	Torrent Verified

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[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/01_welcome-to-the-final-capstone-course/01_course-introduction/03_reinforcement-learning-textbook_RLbook2018.pdf	85.28 MB
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[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/02_milestone-1-formalize-word-problem-as-mdp/01_final-project-milestone-1/01_initial-project-meeting-with-martha-formalizing-the-problem.en.srt	6.76 kB
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[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/02_milestone-1-formalize-word-problem-as-mdp/02_project-resources/01_lets-review-markov-decision-processes.en.srt	9.62 kB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/02_milestone-1-formalize-word-problem-as-mdp/02_project-resources/01_lets-review-markov-decision-processes.en.txt	5.18 kB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/02_milestone-1-formalize-word-problem-as-mdp/02_project-resources/01_lets-review-markov-decision-processes.mp4	12.36 MB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/02_milestone-1-formalize-word-problem-as-mdp/02_project-resources/02_lets-review-examples-of-episodic-and-continuing-tasks.en.srt	4.66 kB
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[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/03_milestone-2-choosing-the-right-algorithm/01_weekly-learning-goals/01_meeting-with-niko-choosing-the-learning-algorithm.mp4	7.88 MB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/03_milestone-2-choosing-the-right-algorithm/02_project-resources/01_lets-review-expected-sarsa.en.srt	4.52 kB
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[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/03_milestone-2-choosing-the-right-algorithm/02_project-resources/01_lets-review-expected-sarsa.mp4	6.26 MB
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[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/03_milestone-2-choosing-the-right-algorithm/02_project-resources/02_lets-review-what-is-q-learning.mp4	7.84 MB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/03_milestone-2-choosing-the-right-algorithm/02_project-resources/03_lets-review-average-reward-a-new-way-of-formulating-control-problems.en.srt	15.17 kB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/03_milestone-2-choosing-the-right-algorithm/02_project-resources/03_lets-review-average-reward-a-new-way-of-formulating-control-problems.en.txt	9.43 kB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/03_milestone-2-choosing-the-right-algorithm/02_project-resources/03_lets-review-average-reward-a-new-way-of-formulating-control-problems.mp4	19.08 MB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/03_milestone-2-choosing-the-right-algorithm/02_project-resources/04_lets-review-actor-critic-algorithm.en.srt	9.18 kB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/03_milestone-2-choosing-the-right-algorithm/02_project-resources/04_lets-review-actor-critic-algorithm.en.txt	4.91 kB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/03_milestone-2-choosing-the-right-algorithm/02_project-resources/04_lets-review-actor-critic-algorithm.mp4	14.07 MB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/03_milestone-2-choosing-the-right-algorithm/02_project-resources/05_csaba-szepesvari-on-problem-landscape.en.srt	9.57 kB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/03_milestone-2-choosing-the-right-algorithm/02_project-resources/05_csaba-szepesvari-on-problem-landscape.en.txt	6.06 kB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/03_milestone-2-choosing-the-right-algorithm/02_project-resources/05_csaba-szepesvari-on-problem-landscape.mp4	38.81 MB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/03_milestone-2-choosing-the-right-algorithm/02_project-resources/06_andy-and-rich-advice-for-students.en.srt	5.84 kB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/03_milestone-2-choosing-the-right-algorithm/02_project-resources/06_andy-and-rich-advice-for-students.en.txt	3.52 kB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/03_milestone-2-choosing-the-right-algorithm/02_project-resources/06_andy-and-rich-advice-for-students.mp4	33.39 MB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/04_milestone-3-identify-key-performance-parameters/01_weekly-learning-goals/01_agent-architecture-meeting-with-martha-overview-of-design-choices.en.srt	10.80 kB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/04_milestone-3-identify-key-performance-parameters/01_weekly-learning-goals/01_agent-architecture-meeting-with-martha-overview-of-design-choices.en.txt	5.78 kB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/04_milestone-3-identify-key-performance-parameters/01_weekly-learning-goals/01_agent-architecture-meeting-with-martha-overview-of-design-choices.mp4	15.62 MB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/04_milestone-3-identify-key-performance-parameters/02_project-resources/01_lets-review-non-linear-approximation-with-neural-networks.en.srt	6.10 kB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/04_milestone-3-identify-key-performance-parameters/02_project-resources/01_lets-review-non-linear-approximation-with-neural-networks.en.txt	3.85 kB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/04_milestone-3-identify-key-performance-parameters/02_project-resources/01_lets-review-non-linear-approximation-with-neural-networks.mp4	9.59 MB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/04_milestone-3-identify-key-performance-parameters/02_project-resources/02_drew-bagnell-on-system-id-optimal-control.en.srt	10.52 kB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/04_milestone-3-identify-key-performance-parameters/02_project-resources/02_drew-bagnell-on-system-id-optimal-control.en.txt	6.76 kB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/04_milestone-3-identify-key-performance-parameters/02_project-resources/02_drew-bagnell-on-system-id-optimal-control.mp4	31.29 MB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/04_milestone-3-identify-key-performance-parameters/02_project-resources/03_susan-murphy-on-rl-in-mobile-health.en.srt	10.39 kB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/04_milestone-3-identify-key-performance-parameters/02_project-resources/03_susan-murphy-on-rl-in-mobile-health.en.txt	6.32 kB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/04_milestone-3-identify-key-performance-parameters/02_project-resources/03_susan-murphy-on-rl-in-mobile-health.mp4	27.63 MB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/05_milestone-4-implement-your-agent/01_weekly-learning-goals/01_meeting-with-adam-getting-the-agent-details-right.en.srt	7.09 kB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/05_milestone-4-implement-your-agent/01_weekly-learning-goals/01_meeting-with-adam-getting-the-agent-details-right.en.txt	4.41 kB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/05_milestone-4-implement-your-agent/01_weekly-learning-goals/01_meeting-with-adam-getting-the-agent-details-right.mp4	12.60 MB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/05_milestone-4-implement-your-agent/02_project-resources/01_lets-review-optimization-strategies-for-nns.en.srt	8.41 kB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/05_milestone-4-implement-your-agent/02_project-resources/01_lets-review-optimization-strategies-for-nns.en.txt	4.52 kB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/05_milestone-4-implement-your-agent/02_project-resources/01_lets-review-optimization-strategies-for-nns.mp4	14.28 MB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/05_milestone-4-implement-your-agent/02_project-resources/02_lets-review-expected-sarsa-with-function-approximation.en.srt	3.93 kB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/05_milestone-4-implement-your-agent/02_project-resources/02_lets-review-expected-sarsa-with-function-approximation.en.txt	2.08 kB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/05_milestone-4-implement-your-agent/02_project-resources/02_lets-review-expected-sarsa-with-function-approximation.mp4	7.63 MB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/05_milestone-4-implement-your-agent/02_project-resources/03_lets-review-dyna-q-learning-in-a-simple-maze.en.srt	6.90 kB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/05_milestone-4-implement-your-agent/02_project-resources/03_lets-review-dyna-q-learning-in-a-simple-maze.en.txt	4.19 kB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/05_milestone-4-implement-your-agent/02_project-resources/03_lets-review-dyna-q-learning-in-a-simple-maze.mp4	10.76 MB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/05_milestone-4-implement-your-agent/02_project-resources/04_meeting-with-martha-in-depth-on-experience-replay.en.srt	7.36 kB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/05_milestone-4-implement-your-agent/02_project-resources/04_meeting-with-martha-in-depth-on-experience-replay.en.txt	4.65 kB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/05_milestone-4-implement-your-agent/02_project-resources/04_meeting-with-martha-in-depth-on-experience-replay.mp4	21.42 MB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/05_milestone-4-implement-your-agent/02_project-resources/05_martin-riedmiller-on-the-collect-and-infer-framework-for-data-efficient-rl.en.srt	8.17 kB
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[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/05_milestone-4-implement-your-agent/02_project-resources/05_martin-riedmiller-on-the-collect-and-infer-framework-for-data-efficient-rl.mp4	23.54 MB
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[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/06_milestone-5-submit-your-parameter-study/01_weekly-learning-goals/01_meeting-with-adam-parameter-studies-in-rl.mp4	11.49 MB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/06_milestone-5-submit-your-parameter-study/02_project-resources/01_lets-review-comparing-td-and-monte-carlo.en.srt	8.10 kB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/02_an-introduction-to-sequential-decision-making/02_what-to-learn-estimating-action-values/02_estimating-action-values-incrementally.mp4	19.40 MB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/02_an-introduction-to-sequential-decision-making/03_exploration-vs-exploitation-tradeoff/01_what-is-the-trade-off.en.srt	12.17 kB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/02_an-introduction-to-sequential-decision-making/03_exploration-vs-exploitation-tradeoff/01_what-is-the-trade-off.mp4	21.58 MB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/02_an-introduction-to-sequential-decision-making/03_exploration-vs-exploitation-tradeoff/02_optimistic-initial-values.en.srt	8.50 kB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/02_an-introduction-to-sequential-decision-making/03_exploration-vs-exploitation-tradeoff/02_optimistic-initial-values.mp4	13.13 MB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/02_an-introduction-to-sequential-decision-making/03_exploration-vs-exploitation-tradeoff/03_upper-confidence-bound-ucb-action-selection.en.srt	7.54 kB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/02_an-introduction-to-sequential-decision-making/03_exploration-vs-exploitation-tradeoff/04_jonathan-langford-contextual-bandits-for-real-world-reinforcement-lea	7.34 kB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/02_an-introduction-to-sequential-decision-making/03_exploration-vs-exploitation-tradeoff/04_jonathan-langford-contextual-bandits-for-real-world-reinforcement-lea	14.04 kB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/02_an-introduction-to-sequential-decision-making/03_exploration-vs-exploitation-tradeoff/04_jonathan-langford-contextual-bandits-for-real-world-reinforcement-lea	11.94 MB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/01_welcome-to-the-course/01_course-introduction/03_read-me-pre-requisites-and-learning-objectives_Prediction_and_Control_with_Function_Approximation_Learning_	59.93 kB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/02_on-policy-prediction-with-approximation/01_estimating-values-functions-with-supervised-learning/01_module-1-learning-objectives_instructions.html	3.97 kB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/02_on-policy-prediction-with-approximation/01_estimating-values-functions-with-supervised-learning/04_generalization-and-discrimination.en.srt	8.69 kB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/02_on-policy-prediction-with-approximation/02_the-objective-for-on-policy-prediction/03_gradient-monte-for-policy-evaluation.en.srt	9.31 kB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/02_on-policy-prediction-with-approximation/02_the-objective-for-on-policy-prediction/04_state-aggregation-with-monte-carlo.en.srt	10.23 kB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/03_constructing-features-for-prediction/01_feature-construction-for-linear-methods/04_generalization-properties-of-coarse-coding.en.srt	9.38 kB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/03_constructing-features-for-prediction/01_feature-construction-for-linear-methods/04_generalization-properties-of-coarse-coding.mp4	17.98 MB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/03_constructing-features-for-prediction/01_feature-construction-for-linear-methods/05_tile-coding.en.srt	5.18 kB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/03_constructing-features-for-prediction/01_feature-construction-for-linear-methods/05_tile-coding.en.txt	2.79 kB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/03_constructing-features-for-prediction/01_feature-construction-for-linear-methods/05_tile-coding.mp4	7.57 MB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/03_constructing-features-for-prediction/01_feature-construction-for-linear-methods/06_using-tile-coding-in-td.en.srt	8.31 kB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/03_constructing-features-for-prediction/01_feature-construction-for-linear-methods/06_using-tile-coding-in-td.mp4	23.07 MB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/03_constructing-features-for-prediction/02_neural-networks/01_what-is-a-neural-network.mp4	7.03 MB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/03_constructing-features-for-prediction/02_neural-networks/02_non-linear-approximation-with-neural-networks.en.srt	6.10 kB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/03_constructing-features-for-prediction/03_training-neural-networks/01_gradient-descent-for-training-neural-networks.mp4	15.53 MB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/03_constructing-features-for-prediction/03_training-neural-networks/02_optimization-strategies-for-nns.en.srt	8.41 kB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/03_constructing-features-for-prediction/03_training-neural-networks/03_david-silver-on-deep-learning-rl-ai.mp4	41.41 MB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/04_control-with-approximation/01_episodic-sarsa-with-function-approximation/02_weekly-reading-on-policy-control-with-approximation_RLbook2018.pdf	85.28 MB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/04_control-with-approximation/01_episodic-sarsa-with-function-approximation/03_episodic-sarsa-with-function-approximation.en.srt	6.23 kB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/04_control-with-approximation/01_episodic-sarsa-with-function-approximation/03_episodic-sarsa-with-function-approximation.en.txt	3.85 kB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/04_control-with-approximation/01_episodic-sarsa-with-function-approximation/03_episodic-sarsa-with-function-approximation.mp4	18.05 MB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/04_control-with-approximation/01_episodic-sarsa-with-function-approximation/04_episodic-sarsa-in-mountain-car.mp4	15.47 MB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/04_control-with-approximation/01_episodic-sarsa-with-function-approximation/05_expected-sarsa-with-function-approximation.en.srt	3.93 kB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/04_control-with-approximation/01_episodic-sarsa-with-function-approximation/05_expected-sarsa-with-function-approximation.en.txt	2.08 kB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/04_control-with-approximation/01_episodic-sarsa-with-function-approximation/05_expected-sarsa-with-function-approximation.mp4	7.63 MB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/04_control-with-approximation/02_exploration-under-function-approximation/01_exploration-under-function-approximation.en.srt	6.53 kB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/04_control-with-approximation/02_exploration-under-function-approximation/01_exploration-under-function-approximation.en.txt	3.48 kB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/04_control-with-approximation/02_exploration-under-function-approximation/01_exploration-under-function-approximation.mp4	11.05 MB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/04_control-with-approximation/03_average-reward/01_average-reward-a-new-way-of-formulating-control-problems.en.srt	15.17 kB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/04_control-with-approximation/03_average-reward/01_average-reward-a-new-way-of-formulating-control-problems.en.txt	9.43 kB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/04_control-with-approximation/03_average-reward/01_average-reward-a-new-way-of-formulating-control-problems.mp4	19.08 MB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/04_control-with-approximation/03_average-reward/02_satinder-singh-on-intrinsic-rewards.en.txt	10.98 kB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/04_control-with-approximation/03_average-reward/02_satinder-singh-on-intrinsic-rewards.mp4	26.91 MB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/04_control-with-approximation/03_average-reward/03_week-3-review.mp4	8.88 MB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/01_learning-parameterized-policies/02_weekly-reading-policy-gradient-methods_instructions.html	1.17 kB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/01_learning-parameterized-policies/02_weekly-reading-policy-gradient-methods_RLbook2018.pdf	85.28 MB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/01_learning-parameterized-policies/03_learning-policies-directly.en.srt	10.17 kB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/01_learning-parameterized-policies/03_learning-policies-directly.en.txt	5.42 kB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/01_learning-parameterized-policies/03_learning-policies-directly.mp4	17.10 MB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/01_learning-parameterized-policies/04_advantages-of-policy-parameterization.en.srt	7.66 kB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/01_learning-parameterized-policies/04_advantages-of-policy-parameterization.en.txt	4.72 kB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/01_learning-parameterized-policies/04_advantages-of-policy-parameterization.mp4	26.06 MB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/02_policy-gradient-for-continuing-tasks/01_the-objective-for-learning-policies.en.srt	8.91 kB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/02_policy-gradient-for-continuing-tasks/01_the-objective-for-learning-policies.en.txt	4.75 kB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/02_policy-gradient-for-continuing-tasks/01_the-objective-for-learning-policies.mp4	13.35 MB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/02_policy-gradient-for-continuing-tasks/02_the-policy-gradient-theorem.en.srt	9.28 kB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/02_policy-gradient-for-continuing-tasks/02_the-policy-gradient-theorem.en.txt	4.91 kB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/02_policy-gradient-for-continuing-tasks/02_the-policy-gradient-theorem.mp4	9.31 MB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/03_actor-critic-for-continuing-tasks/01_estimating-the-policy-gradient.en.srt	7.48 kB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/03_actor-critic-for-continuing-tasks/01_estimating-the-policy-gradient.en.txt	4.63 kB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/03_actor-critic-for-continuing-tasks/01_estimating-the-policy-gradient.mp4	13.63 MB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/03_actor-critic-for-continuing-tasks/02_actor-critic-algorithm.en.srt	9.18 kB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/03_actor-critic-for-continuing-tasks/02_actor-critic-algorithm.en.txt	4.91 kB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/03_actor-critic-for-continuing-tasks/02_actor-critic-algorithm.mp4	14.07 MB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/04_policy-parameterizations/01_actor-critic-with-softmax-policies.mp4	16.53 MB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/04_policy-parameterizations/02_demonstration-with-actor-critic.mp4	28.82 MB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/04_policy-parameterizations/03_gaussian-policies-for-continuous-actions.mp4	19.95 MB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/04_policy-parameterizations/04_week-4-summary.mp4	9.96 MB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/05_course-wrap-up/01_congratulations-course-4-preview.mp4	22.11 MB
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[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/01_welcome-to-the-course/01_course-introduction/01_course-introduction.mp4	11.27 MB
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[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/01_welcome-to-the-course/01_course-introduction/02_meet-your-instructors.mp4	43.87 MB
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[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/01_welcome-to-the-course/01_course-introduction/03_reinforcement-learning-textbook_RLbook2018.pdf	85.28 MB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/01_welcome-to-the-course/01_course-introduction/04_read-me-pre-requisites-and-learning-objectives_Course_2__Sample_Based_Learning_Methods_Learning_Objectives.pdf	83.14 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/01_welcome-to-the-course/01_course-introduction/04_read-me-pre-requisites-and-learning-objectives_instructions.html	2.96 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/02_monte-carlo-methods-for-prediction-control/01_introduction-to-monte-carlo-methods/01_module-1-learning-objectives_instructions.html	3.02 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/02_monte-carlo-methods-for-prediction-control/01_introduction-to-monte-carlo-methods/02_weekly-reading_instructions.html	1.17 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/02_monte-carlo-methods-for-prediction-control/01_introduction-to-monte-carlo-methods/02_weekly-reading_RLbook2018.pdf	85.28 MB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/02_monte-carlo-methods-for-prediction-control/01_introduction-to-monte-carlo-methods/03_what-is-monte-carlo.en.srt	10.50 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/02_monte-carlo-methods-for-prediction-control/01_introduction-to-monte-carlo-methods/03_what-is-monte-carlo.en.txt	5.65 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/02_monte-carlo-methods-for-prediction-control/01_introduction-to-monte-carlo-methods/03_what-is-monte-carlo.mp4	14.88 MB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/02_monte-carlo-methods-for-prediction-control/01_introduction-to-monte-carlo-methods/04_using-monte-carlo-for-prediction.en.srt	10.60 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/02_monte-carlo-methods-for-prediction-control/01_introduction-to-monte-carlo-methods/04_using-monte-carlo-for-prediction.en.txt	5.61 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/02_monte-carlo-methods-for-prediction-control/01_introduction-to-monte-carlo-methods/04_using-monte-carlo-for-prediction.mp4	16.17 MB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/02_monte-carlo-methods-for-prediction-control/02_monte-carlo-for-control/01_using-monte-carlo-for-action-values.en.srt	4.73 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/02_monte-carlo-methods-for-prediction-control/02_monte-carlo-for-control/01_using-monte-carlo-for-action-values.en.txt	2.51 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/02_monte-carlo-methods-for-prediction-control/02_monte-carlo-for-control/01_using-monte-carlo-for-action-values.mp4	6.47 MB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/02_monte-carlo-methods-for-prediction-control/02_monte-carlo-for-control/02_using-monte-carlo-methods-for-generalized-policy-iteration.en.srt	4.02 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/02_monte-carlo-methods-for-prediction-control/02_monte-carlo-for-control/02_using-monte-carlo-methods-for-generalized-policy-iteration.en.txt	2.11 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/02_monte-carlo-methods-for-prediction-control/02_monte-carlo-for-control/02_using-monte-carlo-methods-for-generalized-policy-iteration.mp4	5.17 MB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/02_monte-carlo-methods-for-prediction-control/02_monte-carlo-for-control/03_solving-the-blackjack-example.en.srt	6.49 kB
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[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/03_temporal-difference-learning-methods-for-prediction/01_introduction-to-temporal-difference-learning/03_what-is-temporal-difference-td-learning.mp4	10.31 MB
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[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/03_temporal-difference-learning-methods-for-prediction/02_advantages-of-td/01_the-advantages-of-temporal-difference-learning.en.srt	8.16 kB
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[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/03_temporal-difference-learning-methods-for-prediction/02_advantages-of-td/01_the-advantages-of-temporal-difference-learning.mp4	9.10 MB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/03_temporal-difference-learning-methods-for-prediction/02_advantages-of-td/02_comparing-td-and-monte-carlo.en.srt	8.10 kB
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[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/03_temporal-difference-learning-methods-for-prediction/02_advantages-of-td/03_andy-barto-and-rich-sutton-more-on-the-history-of-rl.en.srt	15.92 kB
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[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/03_temporal-difference-learning-methods-for-prediction/02_advantages-of-td/03_andy-barto-and-rich-sutton-more-on-the-history-of-rl.mp4	80.21 MB
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[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/03_temporal-difference-learning-methods-for-prediction/02_advantages-of-td/04_week-2-summary.mp4	7.41 MB
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[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/04_temporal-difference-learning-methods-for-control/01_td-for-control/02_weekly-reading_RLbook2018.pdf	85.28 MB
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[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/04_temporal-difference-learning-methods-for-control/01_td-for-control/03_sarsa-gpi-with-td.mp4	7.38 MB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/04_temporal-difference-learning-methods-for-control/01_td-for-control/04_sarsa-in-the-windy-grid-world.en.srt	3.89 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/04_temporal-difference-learning-methods-for-control/01_td-for-control/04_sarsa-in-the-windy-grid-world.en.txt	2.37 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/04_temporal-difference-learning-methods-for-control/01_td-for-control/04_sarsa-in-the-windy-grid-world.mp4	5.85 MB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/04_temporal-difference-learning-methods-for-control/02_off-policy-td-control-q-learning/01_what-is-q-learning.en.srt	4.95 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/04_temporal-difference-learning-methods-for-control/02_off-policy-td-control-q-learning/01_what-is-q-learning.en.txt	2.60 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/04_temporal-difference-learning-methods-for-control/02_off-policy-td-control-q-learning/01_what-is-q-learning.mp4	7.84 MB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/04_temporal-difference-learning-methods-for-control/02_off-policy-td-control-q-learning/02_q-learning-in-the-windy-grid-world.en.srt	5.78 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/04_temporal-difference-learning-methods-for-control/02_off-policy-td-control-q-learning/02_q-learning-in-the-windy-grid-world.en.txt	3.03 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/04_temporal-difference-learning-methods-for-control/02_off-policy-td-control-q-learning/02_q-learning-in-the-windy-grid-world.mp4	7.24 MB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/04_temporal-difference-learning-methods-for-control/02_off-policy-td-control-q-learning/03_how-is-q-learning-off-policy.en.srt	7.23 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/04_temporal-difference-learning-methods-for-control/02_off-policy-td-control-q-learning/03_how-is-q-learning-off-policy.en.txt	3.99 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/04_temporal-difference-learning-methods-for-control/02_off-policy-td-control-q-learning/03_how-is-q-learning-off-policy.mp4	9.96 MB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/04_temporal-difference-learning-methods-for-control/03_expected-sarsa/01_expected-sarsa.en.srt	4.52 kB
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[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/04_temporal-difference-learning-methods-for-control/03_expected-sarsa/01_expected-sarsa.mp4	6.26 MB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/04_temporal-difference-learning-methods-for-control/03_expected-sarsa/02_expected-sarsa-in-the-cliff-world.en.srt	3.73 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/04_temporal-difference-learning-methods-for-control/03_expected-sarsa/02_expected-sarsa-in-the-cliff-world.en.txt	2.31 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/04_temporal-difference-learning-methods-for-control/03_expected-sarsa/02_expected-sarsa-in-the-cliff-world.mp4	5.69 MB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/04_temporal-difference-learning-methods-for-control/03_expected-sarsa/03_generality-of-expected-sarsa.en.srt	2.88 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/04_temporal-difference-learning-methods-for-control/03_expected-sarsa/03_generality-of-expected-sarsa.en.txt	1.52 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/04_temporal-difference-learning-methods-for-control/03_expected-sarsa/03_generality-of-expected-sarsa.mp4	5.21 MB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/04_temporal-difference-learning-methods-for-control/03_expected-sarsa/04_week-3-summary.en.srt	2.65 kB
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[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/04_temporal-difference-learning-methods-for-control/03_expected-sarsa/04_week-3-summary.mp4	3.68 MB
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[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/04_temporal-difference-learning-methods-for-control/03_expected-sarsa/05_chapter-summary_RLbook2018.pdf	85.28 MB
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[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/01_what-is-a-model/02_weekly-reading_instructions.html	1.19 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/01_what-is-a-model/02_weekly-reading_RLbook2018.pdf	85.28 MB
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[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/01_what-is-a-model/03_what-is-a-model.mp4	11.33 MB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/01_what-is-a-model/04_comparing-sample-and-distribution-models.en.srt	3.87 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/01_what-is-a-model/04_comparing-sample-and-distribution-models.en.txt	2.09 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/01_what-is-a-model/04_comparing-sample-and-distribution-models.mp4	6.65 MB
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[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/02_planning/01_random-tabular-q-planning.mp4	7.83 MB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/03_dyna-as-a-formalism-for-planning/01_the-dyna-architecture.en.srt	6.93 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/03_dyna-as-a-formalism-for-planning/01_the-dyna-architecture.en.txt	4.28 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/03_dyna-as-a-formalism-for-planning/01_the-dyna-architecture.mp4	9.59 MB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/03_dyna-as-a-formalism-for-planning/02_the-dyna-algorithm.en.srt	7.81 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/03_dyna-as-a-formalism-for-planning/02_the-dyna-algorithm.en.txt	4.16 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/03_dyna-as-a-formalism-for-planning/02_the-dyna-algorithm.mp4	11.24 MB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/03_dyna-as-a-formalism-for-planning/03_dyna-q-learning-in-a-simple-maze.en.srt	6.90 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/03_dyna-as-a-formalism-for-planning/03_dyna-q-learning-in-a-simple-maze.en.txt	4.19 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/03_dyna-as-a-formalism-for-planning/03_dyna-q-learning-in-a-simple-maze.mp4	10.76 MB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/04_dealing-with-inaccurate-models/01_what-if-the-model-is-inaccurate.en.srt	7.00 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/04_dealing-with-inaccurate-models/01_what-if-the-model-is-inaccurate.en.txt	3.76 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/04_dealing-with-inaccurate-models/01_what-if-the-model-is-inaccurate.mp4	7.69 MB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/04_dealing-with-inaccurate-models/02_in-depth-with-changing-environments.en.srt	9.22 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/04_dealing-with-inaccurate-models/02_in-depth-with-changing-environments.en.txt	4.92 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/04_dealing-with-inaccurate-models/02_in-depth-with-changing-environments.mp4	11.94 MB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/04_dealing-with-inaccurate-models/03_drew-bagnell-self-driving-robotics-and-model-based-rl.en.srt	10.32 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/04_dealing-with-inaccurate-models/03_drew-bagnell-self-driving-robotics-and-model-based-rl.en.txt	6.66 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/04_dealing-with-inaccurate-models/03_drew-bagnell-self-driving-robotics-and-model-based-rl.mp4	35.21 MB
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[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/04_dealing-with-inaccurate-models/04_week-4-summary.mp4	4.25 MB
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[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/04_dealing-with-inaccurate-models/05_chapter-summary_RLbook2018.pdf	85.28 MB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/04_dealing-with-inaccurate-models/06_text-book-part-1-summary_instructions.html	1.21 kB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/04_dealing-with-inaccurate-models/06_text-book-part-1-summary_RLbook2018.pdf	85.28 MB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/05_course-wrap-up/01_congratulations.en.srt	3.34 kB
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[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/06_Resources/01_notebook-grading-faqs/01__resources.html	5.46 kB

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Reinforcement Learning Specialization