Reinforcement Learning Specialization

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

Files (699)

[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/05_dynamic-programming/03_generalized-policy-iteration/04_warren-powell-approximate-dynamic-programming-for-fleet-management-long.mp4145.35 MiB
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[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/01_welcome-to-the-final-capstone-course/01_course-introduction/01_course-4-introduction.en.txt2.29 KiB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/05_dynamic-programming/04_weekly-assessment/01_dynamic-programming_quiz.html157.49 KiB
[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.pdf83.14 KiB
[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.pdf64.66 KiB
[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.pdf59.93 KiB
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[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.pdf56.79 KiB
[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.srt24.91 KiB
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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.pdf85.28 MiB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/04_value-functions-bellman-equations/04_weekly-assessment/02_graded-value-functions-and-bellman-equations_exam.html31.06 KiB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/05_dynamic-programming/03_generalized-policy-iteration/04_warren-powell-approximate-dynamic-programming-for-fleet-management-long.en.txt21.34 KiB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/04_control-with-approximation/03_average-reward/02_satinder-singh-on-intrinsic-rewards.en.srt20.96 KiB
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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.srt15.92 KiB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/01_welcome-to-the-course/01_course-introduction/03_meet-your-instructors.en.srt15.89 KiB
[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.srt15.17 KiB
[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.txt2.52 KiB
[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.srt15.17 KiB
[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.srt14.71 KiB
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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-learning.en.srt14.04 KiB
[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.srt13.98 KiB
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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.srt13.43 KiB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/05_dynamic-programming/02_policy-iteration-control/02_policy-iteration.en.srt13.33 KiB
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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.en.srt12.82 KiB
[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 KiB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/03_markov-decision-processes/04_weekly-assesment/01_mdps_quiz.html11.79 KiB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/02_on-policy-prediction-with-approximation/03_the-objective-for-td/03_doina-precup-building-knowledge-for-ai-agents-with-reinforcement-learning.en.srt11.34 KiB
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