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Secrets behind AlphaGo

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Yan Xu
Yan Xu

Houston machine learning meetup

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Behind AlphaGo - Deep Reinforcement Learning Houston Machine Learning Yan Xu 08/05/2017
Roadmap • Introduction and Feature Engineering (2 lectures) • Supervised Learning (4 lectures) • Unsupervised Learning (3 lectures) • Deep Learning series (4 lectures) • Optimization in Deep learning • Behind AlphaGo • Mastering the game of Go with deep neural networks and tree search • Reinforcement learning 101 – Ravi • Deep reinforcement learning • Attention network • Cuda Programming Hands-on - Martin • Application of Deep Learning • Object recognition • Chatbot Slides posted on: http://www.slideshare.net/xuyangela
Outline • Go game • Deep learning recap • Reinforcement learning 101 • AlphaGo system overview: Deep reinforcement learning More depth into deep reinforcement learning in upcoming meetups
Go game
Go game
Why hard for computer to play
Deep Learning + Reinforcement Learning = Deep reinforcement learning
Deep Learning: Basic Component Activation function
Deep Learning: Representation
Deep Learning: Optimization
Deep Learning: Architecture Convolutional neural network feature map Feature map
Reinforcement Learning
Reinforcement Learning Agent Environment
Reinforcement Learning
Reinforcement Learning https://www.youtube.com/watch?v=xWe58WGWmlk&t=64s
Deep Reinforcement Learning
AlphaGo: Deep Reinforcement Learning http://techtalks.tv/talks/deep-reinforcement-learning/62360/ Mimic human experts Play against self Estimate wins Policy Network Value Network
http://techtalks.tv/talks/deep-reinforcement-learning/62360/
http://techtalks.tv/talks/deep-reinforcement-learning/62360/
http://techtalks.tv/talks/deep-reinforcement-learning/62360/
http://techtalks.tv/talks/deep-reinforcement-learning/62360/
Wide application
More coming up! • Behind AlphaGo • Mastering the game of Go with deep neural networks and tree search • Reinforcement learning 101 – Ravi • Deep reinforcement learning • Attention network • Cuda Programming Hands-on - Martin • Application of Deep Learning • Object recognition • Chatbot • Any proposal?
HML Speaker Hall of Fame Recognize contribution to Houston Machine Learning Meetup
Thank you ~ Slides will be posted at: http://www.slideshare.net/xuyangela Leave a group review please 

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