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1 Deep Reinforcement Learning Qianqian Li, Nayeon Koong, Langtian - PowerPoint PPT Presentation

Feb 18, 2023 •478 likes •792 views

1 Deep Reinforcement Learning Qianqian Li, Nayeon Koong, Langtian He What is deep reinforcement learning? Agent/Actor + Action + Environment + State + Reward How does reinforcement learning work?

  1. 1 Deep Reinforcement Learning Qianqian Li, Nayeon Koong, Langtian He

  2. What is deep reinforcement learning? Agent/Actor + Action + Environment + State + Reward

  3. How does reinforcement learning work? https://medium.com/@BonsaiAI/deep-reinforcement-learning-from-toys-to-enteprise-147d990ea381

  4. Winning Atari Breakout Image from https://github.com/kuz/DeepMind-Atari-Deep-Q-Learner

  5. Beating people in dozens of computer games http://www.yaronhadad.com/deep-learning-most-amazing-applications/

  6. Robotics

  7. AlphaGo AI program wins $1 million prize in Go showdown with champion Lee Sedol Credit: Google DeepMind via YouTube

  8. Speculation/Emerging Technologies Smart Prosthetic Limbs

  9. Autonomous Robots

  10. 2 Machine Learning

  11. What is it? Machine learning(ML) is a method of data analysis that automates ana- lytical model building. Systems can learn from data, identify patterns and make decisions with human intervention.

  12. AI vs Machine learning mimicking human abilites vs subset of AI that trains a machine how to learn

  13. Algorithms Algorithms enables real-time processing of large amount of data, and de- liver accurate predictions.

  15. Users Health care Oil and gas Government Marketing and sales

  16. Why is it important? As models are exposed to new data, they are able to independently adapt. Ti ey learn from previous computations to produce reliable, repeatable decisions and results.

  17. Speculation Prolonging a mobile device’s battery

  18. 3 Cognitive Computing

  19. Definition

  20. What is Cognitive computing (CC) ?

  22. Cognitive Computing = Artificial Intelligence?

  23. Use Cases

  24. IBM Watson https://www.youtube.com/watch?v=WFR3lOm_xhE

  25. Ross intelligence

  26. Donna

  27. Speculation

  28. Consider these statistics: - 2.5 Quintillion bytes of data created every day. - 90% of the data in the world today has been created in the last two years alone. - Every minute 1.7 MB of data is created for every person on the planet. All 7.3 billion of us.

  29. Retail: - help identify buying patterns, preferences, insights … -

  30. Transportation: - make realtime decisions about the environment

  31. Computing will never rob man of his initiative or replace the need for creative thinking. By freeing man from the more menial or repetitive forms of thinking, computers will actually increase the opportunities for the full use of human reason. —— Thomas J. Watson, Jr

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