Download Packt | Hands-On Reinforcement Learning with Java [FCO] Torrent

Packt | Hands-On Reinforcement Learning with Java [FCO]

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01.Deep Dive into Reinforcement Learning with DL4J RL4J

0101.The Course Overview.mp4	MP4	25.35 MB
0102.Main Principles of Reinforcement Learning.mp4	MP4	19.44 MB
0103.Adding DL4J with RL4J to Our Project.mp4	MP4	18.26 MB
0104.Best Use Cases of Reinforcement Learning.mp4	MP4	5.74 MB
0105.Configuring Reinforcement Learning Model with QLearning.QLConfiguration.mp4	MP4	12.89 MB

02.Solving Cartpole with Markov Decision Processes (MDPs)

0201.Understanding Cartpole Problem.mp4	MP4	5.38 MB
0202.Leveraging Markov Chain in Our Cartpole Solution.mp4	MP4	10.06 MB
0203.Using QLConfiguration to Configure Our Model.mp4	MP4	9.45 MB
0204.Using GymEnv Library from RL4J to Simulate Solution.mp4	MP4	12.93 MB
0205.Running Cartpole and Validating Results.mp4	MP4	20.16 MB

03.Using Project Malmo Reinforcement Learning Leveraging Dynamic Programming

0301.Adding Malmo Library to Our RL4J Project.mp4	MP4	13.76 MB
0302.Analyzing Possible Scenarios That Our Program Can Solve.mp4	MP4	3.04 MB
0303.Loading Cliff Walking Simulation.mp4	MP4	14.03 MB
0304.Configuring RL4J Algorithm for Cliff Walking Problem.mp4	MP4	23.49 MB
0305.Starting QLearningDiscreteDense and Saving Results.mp4	MP4	19.87 MB

04.Creating Decision Process for Stock Prediction with Rewards Using Q-Learning

0401.Understanding Stock Prediction Problem.mp4	MP4	5.14 MB
0402.Creating Configuration for Stock Prediction Learning.mp4	MP4	10.21 MB
0403.Leveraging QLearningDiscreteDense from RL4J API.mp4	MP4	14.03 MB
0404.Performing Stock Prediction Training and Validating Results.mp4	MP4	11.99 MB

05.Leveraging Monte Carlo Tree Searches and Temporal Difference (TD) in RL

0501.Understanding Asynchronous Advantage Actor-Critic Technique(A3C).mp4	MP4	5.97 MB
0502.Setting Up A3C Learning Environment.mp4	MP4	8.57 MB
0503.Configuring Reinforcement Learning Program Using A3C Configuration.mp4	MP4	15.39 MB
0504.Using A3C Technique with ActorCriticFactorySeparateStdDense.mp4	MP4	13.25 MB
0505.Starting Program and Gathering Results.mp4	MP4	45.27 MB

Exercise Files

exercise_files.zip

ZIP

21.71 MB

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Packt | Hands-On Reinforcement Learning with Java [FCO]

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