PirateBay Download | reinforcement learning specialization

reinforcement learning specialization

Type:: Other
Files:: 699
Size:: 4.6 GB
Uploaded On:: July 18, 2023, 6:54 p.m.
Added By:: tuts756
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Info Hash:: E00A4FC3F94EF3FF923884F09A47FFF540D7EE60

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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[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.mp4 145.3 MB
TutsNode.net.txt 63 bytes
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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.pdf 83.1 KB
[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.pdf 64.7 KB
[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.pdf 59.9 KB
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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.pdf 56.8 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.srt 24.9 KB
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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.html 31.1 KB
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[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.srt 18.5 KB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/03_actor-critic-for-continuing-tasks/01_estimating-the-policy-gradient.mp4 13.6 MB
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[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 13.4 MB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/05_dynamic-programming/01_policy-evaluation-prediction/03_policy-evaluation-vs-control.mp4 13.3 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.mp4 13.3 MB
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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 13.1 MB
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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.mp4 12.9 MB
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[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/02_monte-carlo-methods-for-prediction-control/03_exploration-methods-for-monte-carlo/01_epsilon-soft-policies.mp4 12.7 MB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/03_markov-decision-processes/03_continuing-tasks/01_continuing-tasks.mp4 12.7 MB
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[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 12.6 MB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/05_dynamic-programming/03_generalized-policy-iteration/01_flexibility-of-the-policy-iteration-framework.mp4 12.4 MB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/03_markov-decision-processes/01_introduction-to-markov-decision-processes/03_markov-decision-processes.mp4 12.4 MB
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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.mp4 12.4 MB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/03_markov-decision-processes/01_introduction-to-markov-decision-processes/04_examples-of-mdps.mp4 12.2 MB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/04_value-functions-bellman-equations/03_optimality-optimal-policies-value-functions/04_week-3-summary.mp4 11.9 MB
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[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 11.9 MB
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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.mp4 11.9 MB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/04_value-functions-bellman-equations/02_bellman-equations/02_why-bellman-equations.mp4 11.9 MB
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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/03_upper-confidence-bound-ucb-action-selection.mp4 11.8 MB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/02_on-policy-prediction-with-approximation/03_the-objective-for-td/02_comparing-td-and-monte-carlo-with-state-aggregation.mp4 11.5 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 11.5 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 11.3 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 11.3 MB
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[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 11.2 MB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/05_dynamic-programming/05_course-wrap-up/01_congratulations.mp4 11.2 MB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/04_control-with-approximation/02_exploration-under-function-approximation/01_exploration-under-function-approximation.mp4 11.0 MB
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[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.mp4 11.0 MB
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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/01_the-value-error-objective.mp4 10.9 MB
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[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 10.8 MB
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[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 10.8 MB
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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/05_framing-value-estimation-as-supervised-learning.mp4 10.7 MB
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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 10.3 MB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/04_value-functions-bellman-equations/03_optimality-optimal-policies-value-functions/02_optimal-value-functions.mp4 10.2 MB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/05_dynamic-programming/02_policy-iteration-control/01_policy-improvement.mp4 10.0 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 10.0 MB
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[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 10.0 MB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/02_on-policy-prediction-with-approximation/04_linear-td/01_the-linear-td-update.mp4 9.9 MB
.pad/130 102.2 KB
[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.mp4 9.8 MB
.pad/131 192.9 KB
[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.mp4 9.8 MB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/05_dynamic-programming/03_generalized-policy-iteration/05_week-4-summary.mp4 9.6 MB
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[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 9.6 MB
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[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/02_monte-carlo-methods-for-prediction-control/04_off-policy-learning-for-prediction/05_week-1-summary.mp4 9.6 MB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/03_constructing-features-for-prediction/01_feature-construction-for-linear-methods/03_coarse-coding.mp4 9.6 MB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/03_constructing-features-for-prediction/02_neural-networks/02_non-linear-approximation-with-neural-networks.mp4 9.6 MB
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[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 9.6 MB
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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/05_week-1-summary.mp4 9.5 MB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/02_policy-gradient-for-continuing-tasks/02_the-policy-gradient-theorem.mp4 9.3 MB
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[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.mp4 9.1 MB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/03_markov-decision-processes/03_continuing-tasks/02_examples-of-episodic-and-continuing-tasks.mp4 9.1 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.mp4 9.1 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 8.9 MB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/03_constructing-features-for-prediction/03_training-neural-networks/04_week-2-review.mp4 8.5 MB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/03_markov-decision-processes/02_goal-of-reinforcement-learning/01_the-goal-of-reinforcement-learning.mp4 8.0 MB
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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 7.9 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 7.8 MB
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[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 7.8 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 7.8 MB
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[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/06_milestone-5-submit-your-parameter-study/03_congratulations/02_course-wrap-up.mp4 7.8 MB
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[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 7.7 MB
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[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 7.6 MB
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[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 7.6 MB
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/03_constructing-features-for-prediction/01_feature-construction-for-linear-methods/05_tile-coding.mp4 7.6 MB
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[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/02_monte-carlo-methods-for-prediction-control/04_off-policy-learning-for-prediction/02_importance-sampling.mp4 7.4 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 7.4 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 7.4 MB
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[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 7.2 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 7.0 MB
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[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 6.6 MB
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[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 6.5 MB
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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 6.3 MB
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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 6.3 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/04_sarsa-in-the-windy-grid-world.mp4 5.9 MB
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[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 5.7 MB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/03_markov-decision-processes/03_continuing-tasks/03_week-2-summary.mp4 5.4 MB
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[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 5.2 MB
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[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 5.2 MB
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[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/05_course-wrap-up/01_congratulations.mp4 4.4 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 4.3 MB
.pad/171 764.3 KB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/04_temporal-difference-learning-methods-for-control/03_expected-sarsa/04_week-3-summary.mp4 3.7 MB

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