4.33 GB | 21min 53s | mp4 | 1280X720 | 16:9
Genre:eLearning |Language:English

Files Included :
FileName :01 specialization-introduction.mp4 | Size: (18.26 MB)
FileName :02 course-introduction.mp4 | Size: (32.39 MB)
FileName :03 meet-your-instructors.mp4 | Size: (43.87 MB)
FileName :04 your-specialization-roadmap.mp4 | Size: (14.88 MB)
FileName :03 sequential-decision-making-with-evaluative-feedback.mp4 | Size: (16.27 MB)
FileName :01 learning-action-values.mp4 | Size: (14.22 MB)
FileName :02 estimating-action-values-incrementally.mp4 | Size: (19.4 MB)
FileName :01 what-is-the-trade-off.mp4 | Size: (21.58 MB)
FileName :02 optimistic-initial-values.mp4 | Size: (13.13 MB)
FileName :03 upper-confidence-bound-ucb-action-selection.mp4 | Size: (11.77 MB)
FileName :05 week-1-summary.mp4 | Size: (9.48 MB)
FileName :03 markov-decision-processes.mp4 | Size: (12.36 MB)
FileName :04 examples-of-mdps.mp4 | Size: (12.2 MB)
FileName :01 the-goal-of-reinforcement-learning.mp4 | Size: (8.02 MB)
FileName :02 michael-littman-the-reward-hypothesis.mp4 | Size: (84.01 MB)
FileName :01 continuing-tasks.mp4 | Size: (12.67 MB)
FileName :02 examples-of-episodic-and-continuing-tasks.mp4 | Size: (9.14 MB)
FileName :03 week-2-summary.mp4 | Size: (5.42 MB)
FileName :03 specifying-policies.mp4 | Size: (14.99 MB)
FileName :04 value-functions.mp4 | Size: (21.1 MB)
FileName :05 rich-sutton-and-andy-barto-a-brief-history-of-rl.mp4 | Size: (48.75 MB)
FileName :01 bellman-equation-derivation.mp4 | Size: (17.03 MB)
FileName :02 why-bellman-equations.mp4 | Size: (11.87 MB)
FileName :01 optimal-policies.mp4 | Size: (18.46 MB)
FileName :02 optimal-value-functions.mp4 | Size: (10.19 MB)
FileName :03 using-optimal-value-functions-to-get-optimal-policies.mp4 | Size: (16.73 MB)
FileName :04 week-3-summary.mp4 | Size: (11.95 MB)
FileName :03 policy-evaluation-vs-control.mp4 | Size: (13.32 MB)
FileName :04 iterative-policy-evaluation.mp4 | Size: (18.79 MB)
FileName :01 policy-improvement.mp4 | Size: (9.99 MB)
FileName :02 policy-iteration.mp4 | Size: (17.86 MB)
FileName :01 flexibility-of-the-policy-iteration-framework.mp4 | Size: (12.44 MB)
FileName :02 efficiency-of-dynamic-programming.mp4 | Size: (14.03 MB)
FileName :03 warren-powell-approximate-dynamic-programming-for-fleet-management-short.mp4 | Size: (47.13 MB)
FileName :04 warren-powell-approximate-dynamic-programming-for-fleet-management-long.mp4 | Size: (145.35 MB)
FileName :05 week-4-summary.mp4 | Size: (9.61 MB)
FileName :01 congratulations.mp4 | Size: (11.18 MB)
FileName :01 course-introduction.mp4 | Size: (11.27 MB)
FileName :02 meet-your-instructors.mp4 | Size: (43.87 MB)
FileName :03 what-is-monte-carlo.mp4 | Size: (14.88 MB)
FileName :04 using-monte-carlo-for-prediction.mp4 | Size: (16.17 MB)
FileName :01 using-monte-carlo-for-action-values.mp4 | Size: (6.47 MB)
FileName :02 using-monte-carlo-methods-for-generalized-policy-iteration.mp4 | Size: (5.17 MB)
FileName :03 solving-the-blackjack-example.mp4 | Size: (13.91 MB)
FileName :01 epsilon-soft-policies.mp4 | Size: (12.69 MB)
FileName :01 why-does-off-policy-learning-matter.mp4 | Size: (14.39 MB)
FileName :02 importance-sampling.mp4 | Size: (7.41 MB)
FileName :03 off-policy-monte-carlo-prediction.mp4 | Size: (12.52 MB)
FileName :04 emma-brunskill-batch-reinforcement-learning.mp4 | Size: (37.38 MB)
FileName :05 week-1-summary.mp4 | Size: (9.59 MB)
FileName :03 what-is-temporal-difference-td-learning.mp4 | Size: (10.31 MB)
FileName :04 rich-sutton-the-importance-of-td-learning.mp4 | Size: (35.65 MB)
FileName :01 the-advantages-of-temporal-difference-learning.mp4 | Size: (9.1 MB)
FileName :02 comparing-td-and-monte-carlo.mp4 | Size: (9.81 MB)
FileName :03 andy-barto-and-rich-sutton-more-on-the-history-of-rl.mp4 | Size: (80.21 MB)
FileName :04 week-2-summary.mp4 | Size: (7.41 MB)
FileName :03 sarsa-gpi-with-td.mp4 | Size: (7.38 MB)
FileName :04 sarsa-in-the-windy-grid-world.mp4 | Size: (5.85 MB)
FileName :01 what-is-q-learning.mp4 | Size: (7.84 MB)
FileName :02 q-learning-in-the-windy-grid-world.mp4 | Size: (7.24 MB)
FileName :03 how-is-q-learning-off-policy.mp4 | Size: (9.96 MB)
FileName :01 expected-sarsa.mp4 | Size: (6.26 MB)
FileName :02 expected-sarsa-in-the-cliff-world.mp4 | Size: (5.69 MB)
FileName :03 generality-of-expected-sarsa.mp4 | Size: (5.21 MB)
FileName :04 week-3-summary.mp4 | Size: (3.68 MB)
FileName :03 what-is-a-model.mp4 | Size: (11.33 MB)
FileName :04 comparing-sample-and-distribution-models.mp4 | Size: (6.65 MB)
FileName :01 random-tabular-q-planning.mp4 | Size: (7.83 MB)
FileName :01 the-dyna-architecture.mp4 | Size: (9.59 MB)
FileName :02 the-dyna-algorithm.mp4 | Size: (11.24 MB)
FileName :03 dyna-q-learning-in-a-simple-maze.mp4 | Size: (10.76 MB)
FileName :01 what-if-the-model-is-inaccurate.mp4 | Size: (7.69 MB)
FileName :02 in-depth-with-changing-environments.mp4 | Size: (11.94 MB)
FileName :03 drew-bagnell-self-driving-robotics-and-model-based-rl.mp4 | Size: (35.21 MB)
FileName :04 week-4-summary.mp4 | Size: (4.25 MB)
FileName :01 congratulations.mp4 | Size: (4.36 MB)
FileName :01 course-3-introduction.mp4 | Size: (16.33 MB)
FileName :02 meet-your-instructors.mp4 | Size: (43.87 MB)
FileName :03 moving-to-parameterized-functions.mp4 | Size: (24.38 MB)
FileName :04 generalization-and-discrimination.mp4 | Size: (12.86 MB)
FileName :01 the-value-error-objective.mp4 | Size: (10.86 MB)
FileName :02 introducing-gradient-descent.mp4 | Size: (15.1 MB)
FileName :03 gradient-monte-for-policy-evaluation.mp4 | Size: (15.24 MB)
FileName :04 state-aggregation-with-monte-carlo.mp4 | Size: (20.26 MB)
FileName :01 semi-gradient-td-for-policy-evaluation.mp4 | Size: (15.35 MB)
FileName :02 comparing-td-and-monte-carlo-with-state-aggregation.mp4 | Size: (11.54 MB)
FileName :03 doina-precup-building-knowledge-for-ai-agents-with-reinforcement-learning.mp4 | Size: (55.29 MB)
FileName :01 the-linear-td-update.mp4 | Size: (9.9 MB)
FileName :02 the-true-objective-for-td.mp4 | Size: (13.66 MB)
FileName :03 week-1-summary.mp4 | Size: (16.31 MB)
FileName :03 coarse-coding.mp4 | Size: (9.59 MB)
FileName :04 generalization-properties-of-coarse-coding.mp4 | Size: (17.98 MB)
FileName :05 tile-coding.mp4 | Size: (7.57 MB)
FileName :06 using-tile-coding-in-td.mp4 | Size: (23.07 MB)
FileName :01 what-is-a-neural-network.mp4 | Size: (7.03 MB)
FileName :02 non-linear-approximation-with-neural-networks.mp4 | Size: (9.59 MB)
FileName :03 deep-neural-networks.mp4 | Size: (15.33 MB)
FileName :01 gradient-descent-for-training-neural-networks.mp4 | Size: (15.53 MB)
FileName :02 optimization-strategies-for-nns.mp4 | Size: (14.28 MB)
FileName :03 david-silver-on-deep-learning-rl-ai.mp4 | Size: (41.41 MB)
FileName :04 week-2-review.mp4 | Size: (8.5 MB)
FileName :03 episodic-sarsa-with-function-approximation.mp4 | Size: (18.05 MB)
FileName :04 episodic-sarsa-in-mountain-car.mp4 | Size: (15.47 MB)
FileName :05 expected-sarsa-with-function-approximation.mp4 | Size: (7.63 MB)
FileName :01 exploration-under-function-approximation.mp4 | Size: (11.05 MB)
FileName :01 average-reward-a-new-way-of-formulating-control-problems.mp4 | Size: (19.08 MB)
FileName :02 satinder-singh-on-intrinsic-rewards.mp4 | Size: (26.91 MB)
FileName :03 week-3-review.mp4 | Size: (8.88 MB)
FileName :03 learning-policies-directly.mp4 | Size: (17.1 MB)
FileName :04 advantages-of-policy-parameterization.mp4 | Size: (26.06 MB)
FileName :01 the-objective-for-learning-policies.mp4 | Size: (13.35 MB)
FileName :02 the-policy-gradient-theorem.mp4 | Size: (9.31 MB)
FileName :01 estimating-the-policy-gradient.mp4 | Size: (13.63 MB)
FileName :02 actor-critic-algorithm.mp4 | Size: (14.07 MB)
FileName :01 actor-critic-with-softmax-policies.mp4 | Size: (16.53 MB)
FileName :02 demonstration-with-actor-critic.mp4 | Size: (28.82 MB)
FileName :03 gaussian-policies-for-continuous-actions.mp4 | Size: (19.95 MB)
FileName :04 week-4-summary.mp4 | Size: (9.96 MB)
FileName :01 congratulations-course-4-preview.mp4 | Size: (22.11 MB)
FileName :01 course-4-introduction.mp4 | Size: (22.11 MB)
FileName :02 meet-your-instructors.mp4 | Size: (43.87 MB)
FileName :01 initial-project-meeting-with-martha-formalizing-the-problem.mp4 | Size: (13.25 MB)
FileName :02 andy-barto-on-what-are-eligibility-traces-and-why-are-they-so-named.mp4 | Size: (38.51 MB)
FileName :01 lets-review-markov-decision-processes.mp4 | Size: (12.36 MB)
FileName :02 lets-review-examples-of-episodic-and-continuing-tasks.mp4 | Size: (9.14 MB)
FileName :01 meeting-with-niko-choosing-the-learning-algorithm.mp4 | Size: (7.88 MB)
FileName :01 lets-review-expected-sarsa.mp4 | Size: (6.26 MB)
FileName :02 lets-review-what-is-q-learning.mp4 | Size: (7.84 MB)
FileName :03 lets-review-average-reward-a-new-way-of-formulating-control-problems.mp4 | Size: (19.08 MB)
FileName :04 lets-review-actor-critic-algorithm.mp4 | Size: (14.07 MB)
FileName :05 csaba-szepesvari-on-problem-landscape.mp4 | Size: (38.81 MB)
FileName :06 andy-and-rich-advice-for-students.mp4 | Size: (33.39 MB)
FileName :01 agent-architecture-meeting-with-martha-overview-of-design-choices.mp4 | Size: (15.62 MB)
FileName :01 lets-review-non-linear-approximation-with-neural-networks.mp4 | Size: (9.59 MB)
FileName :02 drew-bagnell-on-system-id-optimal-control.mp4 | Size: (31.29 MB)
FileName :03 susan-murphy-on-rl-in-mobile-health.mp4 | Size: (27.63 MB)
FileName :01 meeting-with-adam-getting-the-agent-details-right.mp4 | Size: (12.6 MB)
FileName :01 lets-review-optimization-strategies-for-nns.mp4 | Size: (14.28 MB)
FileName :02 lets-review-expected-sarsa-with-function-approximation.mp4 | Size: (7.63 MB)
FileName :03 lets-review-dyna-q-learning-in-a-simple-maze.mp4 | Size: (10.76 MB)
FileName :04 meeting-with-martha-in-depth-on-experience-replay.mp4 | Size: (21.42 MB)
FileName :05 martin-riedmiller-on-the-collect-and-infer-framework-for-data-efficient-rl.mp4 | Size: (23.54 MB)
FileName :01 meeting-with-adam-parameter-studies-in-rl.mp4 | Size: (11.49 MB)
FileName :01 lets-review-comparing-td-and-monte-carlo.mp4 | Size: (9.81 MB)
FileName :02 joelle-pineau-about-rl-that-matters.mp4 | Size: (29.5 MB)
FileName :01 meeting-with-martha-discussing-your-results.mp4 | Size: (10.95 MB)
FileName :02 course-wrap-up.mp4 | Size: (7.76 MB)
FileName :03 specialization-wrap-up.mp4 | Size: (18.62 MB)]
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