[ WebToolTip.com ] Deep Learning and the Game of Go, Video Edition

File Name

Size

Get Bonus Downloads Here.url

180 B

~Get Your Files Here !/001. Part 1. Foundations.en.srt

600 B

~Get Your Files Here !/001. Part 1. Foundations.mp4

1.0 MB

~Get Your Files Here !/002. Chapter 1. Toward deep learning - a machine-learning introduction.en.srt

18 kB

~Get Your Files Here !/002. Chapter 1. Toward deep learning - a machine-learning introduction.mp4

30 MB

~Get Your Files Here !/003. Chapter 1. Machine learning by example.en.srt

19 kB

~Get Your Files Here !/003. Chapter 1. Machine learning by example.mp4

28 MB

~Get Your Files Here !/004. Chapter 1. Deep learning.en.srt

7.1 kB

~Get Your Files Here !/004. Chapter 1. Deep learning.mp4

11 MB

~Get Your Files Here !/005. Chapter 1. What you ll learn in this book.en.srt

2.4 kB

~Get Your Files Here !/005. Chapter 1. What you ll learn in this book.mp4

3.5 MB

~Get Your Files Here !/006. Chapter 1. Summary.en.srt

2.3 kB

~Get Your Files Here !/006. Chapter 1. Summary.mp4

5.9 MB

~Get Your Files Here !/007. Chapter 2. Go as a machine-learning problem.en.srt

4.2 kB

~Get Your Files Here !/007. Chapter 2. Go as a machine-learning problem.mp4

8.6 MB

~Get Your Files Here !/008. Chapter 2. A lightning introduction to the game of Go.en.srt

13 kB

~Get Your Files Here !/008. Chapter 2. A lightning introduction to the game of Go.mp4

23 MB

~Get Your Files Here !/009. Chapter 2. Handicaps.en.srt

1.2 kB

~Get Your Files Here !/009. Chapter 2. Handicaps.mp4

2.3 MB

~Get Your Files Here !/010. Chapter 2. Where to learn more.en.srt

1.5 kB

~Get Your Files Here !/010. Chapter 2. Where to learn more.mp4

2.9 MB

~Get Your Files Here !/011. Chapter 2. What can we teach a machine.en.srt

9.7 kB

~Get Your Files Here !/011. Chapter 2. What can we teach a machine.mp4

18 MB

~Get Your Files Here !/012. Chapter 2. How to measure your Go AI s strength.en.srt

3.7 kB

~Get Your Files Here !/012. Chapter 2. How to measure your Go AI s strength.mp4

6.9 MB

~Get Your Files Here !/013. Chapter 2. Summary.en.srt

1.3 kB

~Get Your Files Here !/013. Chapter 2. Summary.mp4

3.8 MB

~Get Your Files Here !/014. Chapter 3. Implementing your first Go bot.en.srt

20 kB

~Get Your Files Here !/014. Chapter 3. Implementing your first Go bot.mp4

29 MB

~Get Your Files Here !/015. Chapter 3. Capturing game state and checking for illegal moves.en.srt

9.2 kB

~Get Your Files Here !/015. Chapter 3. Capturing game state and checking for illegal moves.mp4

14 MB

~Get Your Files Here !/016. Chapter 3. Ending a game.en.srt

6.4 kB

~Get Your Files Here !/016. Chapter 3. Ending a game.mp4

11 MB

~Get Your Files Here !/017. Chapter 3. Creating your first bot - the weakest Go AI imaginable.en.srt

4.9 kB

~Get Your Files Here !/017. Chapter 3. Creating your first bot - the weakest Go AI imaginable.mp4

9.6 MB

~Get Your Files Here !/018. Chapter 3. Speeding up game play with Zobrist hashing.en.srt

9.5 kB

~Get Your Files Here !/018. Chapter 3. Speeding up game play with Zobrist hashing.mp4

20 MB

~Get Your Files Here !/019. Chapter 3. Playing against your bot.en.srt

2.2 kB

~Get Your Files Here !/019. Chapter 3. Playing against your bot.mp4

3.7 MB

~Get Your Files Here !/020. Chapter 3. Summary.en.srt

1.6 kB

~Get Your Files Here !/020. Chapter 3. Summary.mp4

3.9 MB

~Get Your Files Here !/021. Part 2. Machine learning and game AI.en.srt

1.0 kB

~Get Your Files Here !/021. Part 2. Machine learning and game AI.mp4

1.9 MB

~Get Your Files Here !/022. Chapter 4. Playing games with tree search.en.srt

8.5 kB

~Get Your Files Here !/022. Chapter 4. Playing games with tree search.mp4

17 MB

~Get Your Files Here !/023. Chapter 4. Anticipating your opponent with minimax search.en.srt

6.9 kB

~Get Your Files Here !/023. Chapter 4. Anticipating your opponent with minimax search.mp4

10 MB

~Get Your Files Here !/024. Chapter 4. Solving tic-tac-toe - a minimax example.en.srt

4.8 kB

~Get Your Files Here !/024. Chapter 4. Solving tic-tac-toe - a minimax example.mp4

9.5 MB

~Get Your Files Here !/025. Chapter 4. Reducing search space with pruning.en.srt

21 kB

~Get Your Files Here !/025. Chapter 4. Reducing search space with pruning.mp4

35 MB

~Get Your Files Here !/026. Chapter 4. Evaluating game states with Monte Carlo tree search.en.srt

25 kB

~Get Your Files Here !/026. Chapter 4. Evaluating game states with Monte Carlo tree search.mp4

44 MB

~Get Your Files Here !/027. Chapter 4. Summary.en.srt

1.9 kB

~Get Your Files Here !/027. Chapter 4. Summary.mp4

5.9 MB

~Get Your Files Here !/028. Chapter 5. Getting started with neural networks.en.srt

25 kB

~Get Your Files Here !/028. Chapter 5. Getting started with neural networks.mp4

46 MB

~Get Your Files Here !/029. Chapter 5. The basics of neural networks.en.srt

4.6 kB

~Get Your Files Here !/029. Chapter 5. The basics of neural networks.mp4

6.9 MB

~Get Your Files Here !/030. Chapter 5. Feed-forward networks.en.srt

8.9 kB

~Get Your Files Here !/030. Chapter 5. Feed-forward networks.mp4

20 MB

~Get Your Files Here !/031. Chapter 5. How good are our predictions Loss functions and optimization.en.srt

21 kB

~Get Your Files Here !/031. Chapter 5. How good are our predictions Loss functions and optimization.mp4

39 MB

~Get Your Files Here !/032. Chapter 5. Training a neural network step-by-step in Python.en.srt

16 kB

~Get Your Files Here !/032. Chapter 5. Training a neural network step-by-step in Python.mp4

30 MB

~Get Your Files Here !/033. Chapter 5. Summary.en.srt

2.5 kB

~Get Your Files Here !/033. Chapter 5. Summary.mp4

5.8 MB

~Get Your Files Here !/034. Chapter 6. Designing a neural network for Go data.en.srt

10 kB

~Get Your Files Here !/034. Chapter 6. Designing a neural network for Go data.mp4

22 MB

~Get Your Files Here !/035. Chapter 6. Generating tree-search games as network training data.en.srt

5.5 kB

~Get Your Files Here !/035. Chapter 6. Generating tree-search games as network training data.mp4

12 MB

~Get Your Files Here !/036. Chapter 6. Using the Keras deep-learning library.en.srt

20 kB

~Get Your Files Here !/036. Chapter 6. Using the Keras deep-learning library.mp4

34 MB

~Get Your Files Here !/037. Chapter 6. Analyzing space with convolutional networks.en.srt

17 kB

~Get Your Files Here !/037. Chapter 6. Analyzing space with convolutional networks.mp4

34 MB

~Get Your Files Here !/038. Chapter 6. Predicting Go move probabilities.en.srt

11 kB

~Get Your Files Here !/038. Chapter 6. Predicting Go move probabilities.mp4

24 MB

~Get Your Files Here !/039. Chapter 6. Building deeper networks with dropout and rectified linear units.en.srt

5.9 kB

~Get Your Files Here !/039. Chapter 6. Building deeper networks with dropout and rectified linear units.mp4

12 MB

~Get Your Files Here !/040. Chapter 6. Putting it all together for a stronger Go move-prediction network.en.srt

6.2 kB

~Get Your Files Here !/040. Chapter 6. Putting it all together for a stronger Go move-prediction network.mp4

12 MB

~Get Your Files Here !/041. Chapter 6. Summary.en.srt

1.5 kB

~Get Your Files Here !/041. Chapter 6. Summary.mp4

4.6 MB

~Get Your Files Here !/042. Chapter 7. Learning from data - a deep-learning bot.en.srt

12 kB

~Get Your Files Here !/042. Chapter 7. Learning from data - a deep-learning bot.mp4

24 MB

~Get Your Files Here !/043. Chapter 7. Preparing Go data for deep learning.en.srt

23 kB

~Get Your Files Here !/043. Chapter 7. Preparing Go data for deep learning.mp4

43 MB

~Get Your Files Here !/044. Chapter 7. Training a deep-learning model on human game-play data.en.srt

12 kB

~Get Your Files Here !/044. Chapter 7. Training a deep-learning model on human game-play data.mp4

26 MB

~Get Your Files Here !/045. Chapter 7. Building more-realistic Go data encoders.en.srt

5.6 kB

~Get Your Files Here !/045. Chapter 7. Building more-realistic Go data encoders.mp4

12 MB

~Get Your Files Here !/046. Chapter 7. Training efficiently with adaptive gradients.en.srt

12 kB

~Get Your Files Here !/046. Chapter 7. Training efficiently with adaptive gradients.mp4

21 MB

~Get Your Files Here !/047. Chapter 7. Running your own experiments and evaluating performance.en.srt

14 kB

~Get Your Files Here !/047. Chapter 7. Running your own experiments and evaluating performance.mp4

36 MB

~Get Your Files Here !/048. Chapter 7. Summary.en.srt

1.5 kB

~Get Your Files Here !/048. Chapter 7. Summary.mp4

4.3 MB

~Get Your Files Here !/049. Chapter 8. Deploying bots in the wild.en.srt

10 kB

~Get Your Files Here !/049. Chapter 8. Deploying bots in the wild.mp4

22 MB

~Get Your Files Here !/050. Chapter 8. Serving your Go bot to a web frontend.en.srt

6.6 kB

~Get Your Files Here !/050. Chapter 8. Serving your Go bot to a web frontend.mp4

12 MB

~Get Your Files Here !/051. Chapter 8. Training and deploying a Go bot in the cloud.en.srt

2.7 kB

~Get Your Files Here !/051. Chapter 8. Training and deploying a Go bot in the cloud.mp4

5.3 MB

~Get Your Files Here !/052. Chapter 8. Talking to other bots - the Go Text Protocol.en.srt

6.6 kB

~Get Your Files Here !/052. Chapter 8. Talking to other bots - the Go Text Protocol.mp4

14 MB

~Get Your Files Here !/053. Chapter 8. Competing against other bots locally.en.srt

11 kB

~Get Your Files Here !/053. Chapter 8. Competing against other bots locally.mp4

18 MB

~Get Your Files Here !/054. Chapter 8. Deploying a Go bot to an online Go server.en.srt

6.2 kB

~Get Your Files Here !/054. Chapter 8. Deploying a Go bot to an online Go server.mp4

12 MB

~Get Your Files Here !/055. Chapter 8. Summary.en.srt

1.2 kB

~Get Your Files Here !/055. Chapter 8. Summary.mp4

3.8 MB

~Get Your Files Here !/056. Chapter 9. Learning by practice - reinforcement learning.en.srt

8.6 kB

~Get Your Files Here !/056. Chapter 9. Learning by practice - reinforcement learning.mp4

16 MB

~Get Your Files Here !/057. Chapter 9. What goes into experience.en.srt

8.7 kB

~Get Your Files Here !/057. Chapter 9. What goes into experience.mp4

14 MB

~Get Your Files Here !/058. Chapter 9. Building an agent that can learn.en.srt

15 kB

~Get Your Files Here !/058. Chapter 9. Building an agent that can learn.mp4

27 MB

~Get Your Files Here !/059. Chapter 9. Self-play - how a computer program practices.en.srt

9.7 kB

~Get Your Files Here !/059. Chapter 9. Self-play - how a computer program practices.mp4

19 MB

~Get Your Files Here !/060. Chapter 9. Summary.en.srt

1.9 kB

~Get Your Files Here !/060. Chapter 9. Summary.mp4

5.5 MB

~Get Your Files Here !/061. Chapter 10. Reinforcement learning with policy gradients.en.srt

11 kB

~Get Your Files Here !/061. Chapter 10. Reinforcement learning with policy gradients.mp4

19 MB

~Get Your Files Here !/062. Chapter 10. Modifying neural network policies with gradient descent.en.srt

12 kB

~Get Your Files Here !/062. Chapter 10. Modifying neural network policies with gradient descent.mp4

22 MB

~Get Your Files Here !/063. Chapter 10. Tips for training with self-play.en.srt

16 kB

~Get Your Files Here !/063. Chapter 10. Tips for training with self-play.mp4

28 MB

~Get Your Files Here !/064. Chapter 10. Summary.en.srt

1.8 kB

~Get Your Files Here !/064. Chapter 10. Summary.mp4

5.1 MB

~Get Your Files Here !/065. Chapter 11. Reinforcement learning with value methods.en.srt

12 kB

~Get Your Files Here !/065. Chapter 11. Reinforcement learning with value methods.mp4

20 MB

~Get Your Files Here !/066. Chapter 11. Q-learning with Keras.en.srt

14 kB

~Get Your Files Here !/066. Chapter 11. Q-learning with Keras.mp4

24 MB

~Get Your Files Here !/067. Chapter 11. Summary.en.srt

1.2 kB

~Get Your Files Here !/067. Chapter 11. Summary.mp4

3.7 MB

~Get Your Files Here !/068. Chapter 12. Reinforcement learning with actor-critic methods.en.srt

14 kB

~Get Your Files Here !/068. Chapter 12. Reinforcement learning with actor-critic methods.mp4

25 MB

~Get Your Files Here !/069. Chapter 12. Designing a neural network for actor-critic learning.en.srt

3.9 kB

~Get Your Files Here !/069. Chapter 12. Designing a neural network for actor-critic learning.mp4

8.1 MB

~Get Your Files Here !/070. Chapter 12. Playing games with an actor-critic agent.en.srt

1.0 kB

~Get Your Files Here !/070. Chapter 12. Playing games with an actor-critic agent.mp4

2.1 MB

~Get Your Files Here !/071. Chapter 12. Training an actor-critic agent from experience data.en.srt

11 kB

~Get Your Files Here !/071. Chapter 12. Training an actor-critic agent from experience data.mp4

19 MB

~Get Your Files Here !/072. Chapter 12. Summary.en.srt

2.0 kB

~Get Your Files Here !/072. Chapter 12. Summary.mp4

3.6 MB

~Get Your Files Here !/073. Part 3. Greater than the sum of its parts.en.srt

979 B

~Get Your Files Here !/073. Part 3. Greater than the sum of its parts.mp4

2.1 MB

~Get Your Files Here !/074. Chapter 13. AlphaGo - Bringing it all together.en.srt

26 kB

~Get Your Files Here !/074. Chapter 13. AlphaGo - Bringing it all together.mp4

52 MB

~Get Your Files Here !/075. Chapter 13. Bootstrapping self-play from policy networks.en.srt

3.9 kB

~Get Your Files Here !/075. Chapter 13. Bootstrapping self-play from policy networks.mp4

8.1 MB

~Get Your Files Here !/076. Chapter 13. Deriving a value network from self-play data.en.srt

1.8 kB

~Get Your Files Here !/076. Chapter 13. Deriving a value network from self-play data.mp4

3.5 MB

~Get Your Files Here !/077. Chapter 13. Better search with policy and value networks.en.srt

25 kB

~Get Your Files Here !/077. Chapter 13. Better search with policy and value networks.mp4

48 MB

~Get Your Files Here !/078. Chapter 13. Practical considerations for training your own AlphaGo.en.srt

5.4 kB

~Get Your Files Here !/078. Chapter 13. Practical considerations for training your own AlphaGo.mp4

14 MB

~Get Your Files Here !/079. Chapter 13. Summary.en.srt

1.7 kB

~Get Your Files Here !/079. Chapter 13. Summary.mp4

5.6 MB

~Get Your Files Here !/080. Chapter 14. AlphaGo Zero - Integrating tree search with reinforcement learning.en.srt

9.8 kB

~Get Your Files Here !/080. Chapter 14. AlphaGo Zero - Integrating tree search with reinforcement learning.mp4

19 MB

~Get Your Files Here !/081. Chapter 14. Guiding tree search with a neural network.en.srt

21 kB

~Get Your Files Here !/081. Chapter 14. Guiding tree search with a neural network.mp4

29 MB

~Get Your Files Here !/082. Chapter 14. Training.en.srt

6.7 kB

~Get Your Files Here !/082. Chapter 14. Training.mp4

13 MB

~Get Your Files Here !/083. Chapter 14. Improving exploration with Dirichlet noise.en.srt

4.7 kB

~Get Your Files Here !/083. Chapter 14. Improving exploration with Dirichlet noise.mp4

9.5 MB

~Get Your Files Here !/084. Chapter 14. Modern techniques for deeper neural networks.en.srt

6.5 kB

~Get Your Files Here !/084. Chapter 14. Modern techniques for deeper neural networks.mp4

11 MB

~Get Your Files Here !/085. Chapter 14. Exploring additional resources.en.srt

2.2 kB

~Get Your Files Here !/085. Chapter 14. Exploring additional resources.mp4

5.3 MB

~Get Your Files Here !/086. Chapter 14. Wrapping up.en.srt

1.2 kB

~Get Your Files Here !/086. Chapter 14. Wrapping up.mp4

1.8 MB

~Get Your Files Here !/087. Chapter 14. Summary.en.srt

1.7 kB

~Get Your Files Here !/087. Chapter 14. Summary.mp4

4.7 MB

~Get Your Files Here !/088. Appendix A. Mathematical foundations.en.srt

17 kB

~Get Your Files Here !/088. Appendix A. Mathematical foundations.mp4

25 MB

~Get Your Files Here !/089. Appendix B. The backpropagation algorithm.en.srt

13 kB

~Get Your Files Here !/089. Appendix B. The backpropagation algorithm.mp4

21 MB

~Get Your Files Here !/090. Appendix C. Go programs and servers.en.srt

7.0 kB

~Get Your Files Here !/090. Appendix C. Go programs and servers.mp4

16 MB

~Get Your Files Here !/091. Appendix D. Training and deploying bots by using Amazon Web Services.en.srt

19 kB

~Get Your Files Here !/091. Appendix D. Training and deploying bots by using Amazon Web Services.mp4

34 MB

~Get Your Files Here !/092. Appendix E. Submitting a bot to the Online Go Server.en.srt

18 kB

~Get Your Files Here !/092. Appendix E. Submitting a bot to the Online Go Server.mp4

32 MB

~Get Your Files Here !/Bonus Resources.txt

70 B