Reinforcement Learning Specialization

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Reinforcement Learning Specialization

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Reinforcement Learning Specialization.torrent
CATEGORY
Other
INFOHASH
e00a4fc3f94ef3ff923884f09a47fff540d7ee60
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4.6 GB in 99 files
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Uploaded on 18-07-2023 by our crawler pet called "Spidey".
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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

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FILENAMESIZE
.pad/014 B
.pad/13 B
TutsNode.net.txt63 B
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/01_welcome-to-the-final-capstone-course/01_course-introduction/01_course-4-introduction.en.txt2.3 KB
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[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/01_welcome-to-the-final-capstone-course/01_course-introduction/02_meet-your-instructors.en.txt8.6 KB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/01_welcome-to-the-final-capstone-course/01_course-introduction/03_reinforcement-learning-textbook_instructions.html2.2 KB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/01_welcome-to-the-final-capstone-course/01_course-introduction/04_pre-requisites-and-learning-objectives_A_Complete_Reinforcement_Learning_System_Capstone__Learning_Objectives.pdf56.8 KB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/02_milestone-1-formalize-word-problem-as-mdp/01_final-project-milestone-1/02_andy-barto-on-what-are-eligibility-traces-and-why-are-they-so-named.en.srt12.5 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.srt9.6 KB
[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.txt2.5 KB
[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.en.txt2.8 KB
[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.txt2.8 KB
[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.en.txt2.6 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.srt15.2 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.txt9.4 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.srt9.2 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.srt9.6 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.srt10.8 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.srt10.5 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.srt10.4 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.srt8.4 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.txt2.1 KB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/06_milestone-5-submit-your-parameter-study/02_project-resources/02_joelle-pineau-about-rl-that-matters.en.srt13.7 KB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/06_milestone-5-submit-your-parameter-study/02_project-resources/02_joelle-pineau-about-rl-that-matters.en.txt8.8 KB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/06_milestone-5-submit-your-parameter-study/03_congratulations/01_meeting-with-martha-discussing-your-results.en.txt2.4 KB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/01_welcome-to-the-course/01_course-introduction/01_specialization-introduction.en.txt2.6 KB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/01_welcome-to-the-course/01_course-introduction/05_reinforcement-learning-textbook_RLbook2018.pdf85.3 MB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/01_welcome-to-the-course/01_course-introduction/06_read-me-pre-requisites-and-learning-objectives_Fundamentals_of_Reinforcement_Learning__Learning_Objectives.pdf64.7 KB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/02_an-introduction-to-sequential-decision-making/01_the-k-armed-bandit-problem/02_weekly-reading_RLbook2018.pdf85.3 MB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/02_an-introduction-to-sequential-decision-making/01_the-k-armed-bandit-problem/03_sequential-decision-making-with-evaluative-feedback.en.srt8.7 KB
[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.srt12.2 KB
[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.srt8.5 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-learning.en.srt14 KB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/02_an-introduction-to-sequential-decision-making/04_weekly-assessment/01_sequential-decision-making_quiz.html210.3 KB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/03_markov-decision-processes/01_introduction-to-markov-decision-processes/03_markov-decision-processes.en.srt9.6 KB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/03_markov-decision-processes/02_goal-of-reinforcement-learning/02_michael-littman-the-reward-hypothesis.en.srt18.5 KB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/03_markov-decision-processes/02_goal-of-reinforcement-learning/02_michael-littman-the-reward-hypothesis.en.txt11.6 KB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/01_welcome-to-the-course/01_course-introduction/01_course-3-introduction.en.srt8.9 KB
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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_Objectives.pdf59.9 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.srt9.4 KB
[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.srt8.3 KB
[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.en.srt14 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.en.srt14.7 KB
[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.en.txt9.5 KB
[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.en.srt8.7 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.srt15.2 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.txt9.4 KB
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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.en.srt13.4 KB
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[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.pdf83.1 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.srt10.5 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.srt10.6 KB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/02_monte-carlo-methods-for-prediction-control/04_off-policy-learning-for-prediction/04_emma-brunskill-batch-reinforcement-learning.en.srt24.9 KB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/02_monte-carlo-methods-for-prediction-control/04_off-policy-learning-for-prediction/04_emma-brunskill-batch-reinforcement-learning.en.txt13.2 KB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/03_temporal-difference-learning-methods-for-prediction/01_introduction-to-temporal-difference-learning/04_rich-sutton-the-importance-of-td-learning.en.srt11.2 KB
[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.srt15.9 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.srt9.2 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.srt10.3 KB

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