Reinforcement Learning Specialization

Torrent Hash:
E00A4FC3F94EF3FF923884F09A47FFF540D7EE60
Number of Files:
699
Content Size:
4.61GB
Convert On:
2023-07-19
Magnet Link:
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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
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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.pdf
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[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/01_welcome-to-the-course/01_course-introduction/02_meet-your-instructors.mp4
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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
41.41MB
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601.48KB
[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
38.81MB
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198.01KB
[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.mp4
38.51MB
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503.67KB
[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.mp4
37.38MB
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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/04_rich-sutton-the-importance-of-td-learning.mp4
35.65MB
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[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
35.21MB
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804.81KB
[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
33.39MB
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625.21KB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/01_welcome-to-the-course/01_course-introduction/02_course-introduction.mp4
32.39MB
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622.03KB
[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
31.29MB
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730.93KB
[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.mp4
29.5MB
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515.01KB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/04_policy-parameterizations/02_demonstration-with-actor-critic.mp4
28.82MB
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189.41KB
[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
27.63MB
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376.24KB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/04_control-with-approximation/03_average-reward/02_satinder-singh-on-intrinsic-rewards.mp4
26.91MB
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90.43KB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/01_learning-parameterized-policies/04_advantages-of-policy-parameterization.mp4
26.06MB
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966.59KB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/02_on-policy-prediction-with-approximation/01_estimating-values-functions-with-supervised-learning/03_moving-to-parameterized-functions.mp4
24.38MB
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636.51KB
[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
23.54MB
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471.78KB
[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
23.07MB
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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
22.11MB
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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.mp4
22.11MB
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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
21.58MB
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[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
21.42MB
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592.96KB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/04_value-functions-bellman-equations/01_policies-and-value-functions/04_value-functions.mp4
21.1MB
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925.03KB
[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.mp4
20.26MB
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762.57KB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/04_policy-parameterizations/03_gaussian-policies-for-continuous-actions.mp4
19.95MB
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50.22KB
[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
19.4MB
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616.19KB
[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
19.08MB
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[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
19.08MB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/05_dynamic-programming/01_policy-evaluation-prediction/04_iterative-policy-evaluation.mp4
18.79MB
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216.95KB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/06_milestone-5-submit-your-parameter-study/03_congratulations/03_specialization-wrap-up.mp4
18.62MB
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384.96KB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/04_value-functions-bellman-equations/03_optimality-optimal-policies-value-functions/01_optimal-policies.mp4
18.46MB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/01_welcome-to-the-course/01_course-introduction/01_specialization-introduction.mp4
18.26MB
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760.07KB
[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
18.05MB
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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
17.98MB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/05_dynamic-programming/02_policy-iteration-control/02_policy-iteration.mp4
17.86MB
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138.62KB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/01_learning-parameterized-policies/03_learning-policies-directly.mp4
17.1MB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/04_value-functions-bellman-equations/02_bellman-equations/01_bellman-equation-derivation.mp4
17.03MB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/04_value-functions-bellman-equations/03_optimality-optimal-policies-value-functions/03_using-optimal-value-functions-to-get-optimal-policies.mp4
16.73MB
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275.09KB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/04_policy-parameterizations/01_actor-critic-with-softmax-policies.mp4
16.53MB
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480.31KB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/01_welcome-to-the-course/01_course-introduction/01_course-3-introduction.mp4
16.33MB
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686.84KB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/02_on-policy-prediction-with-approximation/04_linear-td/03_week-1-summary.mp4
16.31MB
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701.69KB
[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.mp4
16.27MB
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742.78KB
[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
16.17MB
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[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
15.62MB
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387.41KB
[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
15.53MB
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477.02KB
[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
15.47MB
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541.71KB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/02_on-policy-prediction-with-approximation/03_the-objective-for-td/01_semi-gradient-td-for-policy-evaluation.mp4
15.35MB
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666.02KB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/03_constructing-features-for-prediction/02_neural-networks/03_deep-neural-networks.mp4
15.33MB
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686.11KB
[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.mp4
15.24MB
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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/02_introducing-gradient-descent.mp4
15.1MB
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926.2KB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/04_value-functions-bellman-equations/01_policies-and-value-functions/03_specifying-policies.mp4
14.99MB
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12.41KB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/01_welcome-to-the-course/01_course-introduction/04_your-specialization-roadmap.mp4
14.88MB
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119.06KB
[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
14.88MB
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123.28KB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/02_monte-carlo-methods-for-prediction-control/04_off-policy-learning-for-prediction/01_why-does-off-policy-learning-matter.mp4
14.39MB
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622.04KB
[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
14.28MB
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734.31KB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/03_constructing-features-for-prediction/03_training-neural-networks/02_optimization-strategies-for-nns.mp4
14.28MB
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734.31KB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/02_an-introduction-to-sequential-decision-making/02_what-to-learn-estimating-action-values/01_learning-action-values.mp4
14.22MB
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802.94KB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/03_actor-critic-for-continuing-tasks/02_actor-critic-algorithm.mp4
14.07MB
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949.45KB
[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
14.07MB
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949.45KB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/05_dynamic-programming/03_generalized-policy-iteration/02_efficiency-of-dynamic-programming.mp4
14.03MB
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989.12KB
[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.mp4
13.91MB
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94.59KB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/02_on-policy-prediction-with-approximation/04_linear-td/02_the-true-objective-for-td.mp4
13.66MB
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351.81KB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/03_actor-critic-for-continuing-tasks/01_estimating-the-policy-gradient.mp4
13.63MB
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375.79KB
[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
13.35MB
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660.65KB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/05_dynamic-programming/01_policy-evaluation-prediction/03_policy-evaluation-vs-control.mp4
13.32MB
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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
13.25MB
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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
13.13MB
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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
12.86MB
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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
12.69MB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/03_markov-decision-processes/03_continuing-tasks/01_continuing-tasks.mp4
12.67MB
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338.31KB
[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
12.6MB
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410.31KB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/02_monte-carlo-methods-for-prediction-control/04_off-policy-learning-for-prediction/03_off-policy-monte-carlo-prediction.mp4
12.52MB
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496.29KB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/05_dynamic-programming/03_generalized-policy-iteration/01_flexibility-of-the-policy-iteration-framework.mp4
12.44MB
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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
12.36MB
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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
12.36MB
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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
12.2MB
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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
11.95MB
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55.29KB
[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
11.94MB
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58.51KB
[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
11.94MB
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65.82KB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/04_value-functions-bellman-equations/02_bellman-equations/02_why-bellman-equations.mp4
11.87MB
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131.76KB
[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
11.77MB
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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
11.54MB
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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
11.49MB
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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
11.33MB
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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
11.27MB
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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
11.24MB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/05_dynamic-programming/05_course-wrap-up/01_congratulations.mp4
11.18MB
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842.17KB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/04_control-with-approximation/02_exploration-under-function-approximation/01_exploration-under-function-approximation.mp4
11.05MB
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977.52KB
[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
10.95MB
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47.98KB
[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
10.86MB
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142.95KB
[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
10.76MB
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248.88KB
[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
10.76MB
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248.88KB
[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
10.69MB
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315.91KB
[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
10.31MB
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709.15KB
[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
10.19MB
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[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/05_dynamic-programming/02_policy-iteration-control/01_policy-improvement.mp4
9.99MB
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8.25KB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/04_policy-parameterizations/04_week-4-summary.mp4
9.96MB
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42.04KB
[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
9.96MB
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43.86KB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/02_on-policy-prediction-with-approximation/04_linear-td/01_the-linear-td-update.mp4
9.9MB
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102.24KB
[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
9.81MB
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192.93KB
[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
9.81MB
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192.93KB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/05_dynamic-programming/03_generalized-policy-iteration/05_week-4-summary.mp4
9.61MB
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396.76KB
[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
9.59MB
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415.26KB
[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
9.59MB
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416.35KB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/03_constructing-features-for-prediction/01_feature-construction-for-linear-methods/03_coarse-coding.mp4
9.59MB
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422.79KB
[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
9.59MB
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422.93KB
[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
9.59MB
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422.93KB
[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
9.48MB
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534.71KB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/05_policy-gradient/02_policy-gradient-for-continuing-tasks/02_the-policy-gradient-theorem.mp4
9.31MB
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703.79KB
[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
9.14MB
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880.61KB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/03_markov-decision-processes/03_continuing-tasks/02_examples-of-episodic-and-continuing-tasks.mp4
9.14MB
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880.61KB
[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
9.1MB
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926.56KB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/04_control-with-approximation/03_average-reward/03_week-3-review.mp4
8.88MB
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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
8.5MB
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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
8.02MB
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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
7.88MB
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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
7.84MB
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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
7.84MB
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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
7.83MB
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177.78KB
[TutsNode.net] - Reinforcement Learning Specialization/complete-reinforcement-learning-system/06_milestone-5-submit-your-parameter-study/03_congratulations/02_course-wrap-up.mp4
7.76MB
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246.55KB
[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
7.69MB
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315.86KB
[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
7.63MB
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379.72KB
[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
7.63MB
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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
7.57MB
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442.92KB
[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
7.41MB
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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
7.41MB
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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
7.38MB
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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
7.24MB
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779.6KB
[TutsNode.net] - Reinforcement Learning Specialization/prediction-control-function-approximation/03_constructing-features-for-prediction/02_neural-networks/01_what-is-a-neural-network.mp4
7.03MB
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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
6.65MB
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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
6.47MB
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544.45KB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/04_temporal-difference-learning-methods-for-control/03_expected-sarsa/01_expected-sarsa.mp4
6.26MB
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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
6.26MB
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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
5.85MB
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152.05KB
[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
5.69MB
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318.59KB
[TutsNode.net] - Reinforcement Learning Specialization/fundamentals-of-reinforcement-learning/03_markov-decision-processes/03_continuing-tasks/03_week-2-summary.mp4
5.42MB
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592.56KB
[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
5.21MB
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805.56KB
[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
5.17MB
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847.62KB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/05_course-wrap-up/01_congratulations.mp4
4.36MB
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658.17KB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/05_planning-learning-acting/04_dealing-with-inaccurate-models/04_week-4-summary.mp4
4.25MB
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764.29KB
[TutsNode.net] - Reinforcement Learning Specialization/sample-based-learning-methods/04_temporal-difference-learning-methods-for-control/03_expected-sarsa/04_week-3-summary.mp4
3.68MB
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